Francisco Herrera

Francisco Herrera's AcademicInfluence.com Rankings

Francisco Herrera

Computer Science

#1657

World Rank

#1716

Historical Rank

Machine Learning

#61

World Rank

#61

Historical Rank

Database

#86

World Rank

#88

Historical Rank

Artificial Intelligence

#115

World Rank

#118

Historical Rank

computer-science Degrees

Download Badge

Computer Science

Francisco Herrera's Degrees

PhD Computer Science Complutense University of Madrid
Masters Artificial Intelligence Complutense University of Madrid
Bachelors Computer Science Complutense University of Madrid

Similar Degrees You Can Earn

Why Is Francisco Herrera Influential?

(Suggest an Edit or Addition)

(See a Problem?)

Francisco Herrera's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Works

A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms (2011) (3779)
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI (2019) (2720)
A 2-tuple fuzzy linguistic representation model for computing with words (2000) (2440)
A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches (2012) (2105)
Hesitant Fuzzy Linguistic Term Sets for Decision Making (2012) (1907)
Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power (2010) (1726)
Linguistic decision analysis: steps for solving decision problems under linguistic information (2000) (1614)
A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 Special Session on Real Parameter Optimization (2009) (1598)
Science mapping software tools: Review, analysis, and cooperative study among tools (2011) (1351)
An Extension on "Statistical Comparisons of Classifiers over Multiple Data Sets" for all Pairwise Comparisons (2008) (1342)
KEEL: a software tool to assess evolutionary algorithms for data mining problems (2008) (1311)
An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics (2013) (1255)
Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis (1998) (1219)
A model of consensus in group decision making under linguistic assessments (1996) (1152)
An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the Fuzzy Sets Theory field (2011) (996)
Ten years of genetic fuzzy systems: current framework and new trends (2001) (962)
Some issues on consistency of fuzzy preference relations (2004) (949)
A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making (2001) (897)
A fusion approach for managing multi-granularity linguistic term sets in decision making (2000) (809)
Integrating three representation models in fuzzy multipurpose decision making based on fuzzy preference relations (1998) (772)
SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary (2018) (766)
Genetic Fuzzy Systems - Evolutionary Tuning and Learning of Fuzzy Knowledge Bases (2002) (760)
Direct approach processes in group decision making using linguistic OWA operators (1996) (722)
h-Index: A review focused in its variants, computation and standardization for different scientific fields (2009) (706)
A consensus model for multiperson decision making with different preference structures (2002) (696)
A unifying view on dataset shift in classification (2012) (692)
Data Preprocessing in Data Mining (2014) (682)
Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study (2012) (642)
An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes (2011) (636)
A Consensus Model for Group Decision Making With Incomplete Fuzzy Preference Relations (2007) (636)
A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability (2009) (634)
SciMAT: A new science mapping analysis software tool (2012) (615)
Managing non-homogeneous information in group decision making (2005) (610)
Genetic fuzzy systems: taxonomy, current research trends and prospects (2008) (604)
A Sequential Selection Process in Group Decision Making with a Linguistic Assessment Approach (1995) (603)
Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency (2007) (570)
A Fuzzy Linguistic Methodology to Deal With Unbalanced Linguistic Term Sets (2008) (558)
Integrating multiplicative preference relations in a multipurpose decision-making model based on fuzzy preference relations (2001) (525)
A group decision making model dealing with comparative linguistic expressions based on hesitant fuzzy linguistic term sets (2013) (518)
A Survey on the Application of Genetic Programming to Classification (2010) (517)
Computing with words in decision making: foundations, trends and prospects (2009) (517)
A review of microarray datasets and applied feature selection methods (2014) (512)
An overview on the 2-tuple linguistic model for computing with words in decision making: Extensions, applications and challenges (2012) (494)
Learning from Imbalanced Data Sets (2018) (494)
Aggregation operators for linguistic weighted information (1997) (470)
Multiperson decision-making based on multiplicative preference relations (2001) (460)
Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures (2011) (448)
A Survey of Discretization Techniques: Taxonomy and Empirical Analysis in Supervised Learning (2013) (446)
Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study (2015) (426)
Hesitant Fuzzy Sets: State of the Art and Future Directions (2014) (422)
A taxonomy for the crossover operator for real‐coded genetic algorithms: An experimental study (2003) (406)
A proposal on reasoning methods in fuzzy rule-based classification systems (1999) (406)
An Approach for Combining Linguistic and Numerical Information Based on the 2-Tuple Fuzzy Linguistic Representation Model in Decision-Making (2000) (405)
Tuning fuzzy logic controllers by genetic algorithms (1995) (397)
Cardinal Consistency of Reciprocal Preference Relations: A Characterization of Multiplicative Transitivity (2009) (397)
SMOTE-IPF: Addressing the noisy and borderline examples problem in imbalanced classification by a re-sampling method with filtering (2015) (389)
A Consensus Model to Detect and Manage Noncooperative Behaviors in Large-Scale Group Decision Making (2014) (369)
Deep Learning in Video Multi-Object Tracking: A Survey (2019) (366)
A Historical Account of Types of Fuzzy Sets and Their Relationships (2016) (359)
Combining Numerical and Linguistic Information in Group Decision Making (1998) (355)
A rational consensus model in group decision making using linguistic assessments (1997) (355)
Some induced ordered weighted averaging operators and their use for solving group decision-making problems based on fuzzy preference relations (2007) (354)
Bio-inspired computation: Where we stand and what's next (2019) (348)
Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy (2009) (347)
Using evolutionary algorithms as instance selection for data reduction in KDD: an experimental study (2003) (339)
EUSBoost: Enhancing ensembles for highly imbalanced data-sets by evolutionary undersampling (2013) (339)
Real-Coded Memetic Algorithms with Crossover Hill-Climbing (2004) (338)
SMOTE-RSB*: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory (2012) (330)
A Fuzzy Association Rule-Based Classification Model for High-Dimensional Problems With Genetic Rule Selection and Lateral Tuning (2011) (329)
Choice functions and mechanisms for linguistic preference relations (2000) (327)
A web based consensus support system for group decision making problems and incomplete preferences (2010) (323)
A survey on data preprocessing for data stream mining: Current status and future directions (2017) (321)
Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches (2013) (317)
A taxonomy and an empirical analysis of multiple objective ant colony optimization algorithms for the bi-criteria TSP (2007) (316)
Personalized individual semantics in computing with words for supporting linguistic group decision making. An application on consensus reaching (2017) (314)
Fuzzy Sets and Their Extensions: Representation, Aggregation and Models (2008) (311)
Generating the knowledge base of a fuzzy rule-based system by the genetic learning of the data base (2001) (305)
Gradual distributed real-coded genetic algorithms (2000) (302)
Big data preprocessing: methods and prospects (2016) (299)
Computing with Words in Decision support Systems: An overview on Models and Applications (2010) (297)
Group decision making with incomplete fuzzy linguistic preference relations (2009) (291)
On the use of MapReduce for imbalanced big data using Random Forest (2014) (290)
A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets (2008) (273)
An overview on subgroup discovery: foundations and applications (2011) (271)
A Review of the Application of Multiobjective Evolutionary Fuzzy Systems: Current Status and Further Directions (2013) (268)
Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics (2012) (263)
Study on the Impact of Partition-Induced Dataset Shift on $k$-Fold Cross-Validation (2012) (261)
The 2-Tuple Linguistic Computational Model. Advantages of Its Linguistic Description, Accuracy and Consistency (2001) (260)
A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification (2012) (255)
Global and local real-coded genetic algorithms based on parent-centric crossover operators (2008) (252)
Consensus under a fuzzy context: Taxonomy, analysis framework AFRYCA and experimental case of study (2014) (250)
Big Data with Cloud Computing: an insight on the computing environment, MapReduce, and programming frameworks (2014) (243)
Cost-sensitive linguistic fuzzy rule based classification systems under the MapReduce framework for imbalanced big data (2015) (242)
Probabilistic Linguistic MULTIMOORA: A Multicriteria Decision Making Method Based on the Probabilistic Linguistic Expectation Function and the Improved Borda Rule (2018) (241)
Managing consensus based on leadership in opinion dynamics (2017) (240)
kNN-IS: An Iterative Spark-based design of the k-Nearest Neighbors classifier for big data (2017) (238)
A three-stage evolutionary process for learning descriptive and approximate fuzzy-logic-controller knowledge bases from examples (1997) (236)
Recent Trends in the Use of Statistical Tests for Comparing Swarm and Evolutionary Computing Algorithms: Practical Guidelines and a Critical Review (2020) (233)
Genetic tuning of fuzzy rule deep structures preserving interpretability and its interaction with fuzzy rule set reduction (2005) (233)
Minimizing adjusted simple terms in the consensus reaching process with hesitant linguistic assessments in group decision making (2015) (232)
A learning process for fuzzy control rules using genetic algorithms (1998) (232)
Double hierarchy hesitant fuzzy linguistic term set and MULTIMOORA method: A case of study to evaluate the implementation status of haze controlling measures (2017) (227)
A position and perspective analysis of hesitant fuzzy sets on information fusion in decision making. Towards high quality progress (2016) (227)
Tutorial on practical tips of the most influential data preprocessing algorithms in data mining (2016) (223)
Connecting the linguistic hierarchy and the numerical scale for the 2-tuple linguistic model and its use to deal with hesitant unbalanced linguistic information (2016) (222)
MRPR: A MapReduce solution for prototype reduction in big data classification (2015) (221)
Hesitant Fuzzy Linguistic Term Set and Its Application in Decision Making: A State-of-the-Art Survey (2018) (217)
Linguistic modeling by hierarchical systems of linguistic rules (2002) (216)
The ordered weighted Geometric operator: properties and application in MCDM problems (2000) (215)
hg-index: a new index to characterize the scientific output of researchers based on the h- and g-indices (2010) (209)
Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons (2012) (207)
Accuracy Improvements in Linguistic Fuzzy Modeling (2003) (207)
On the choice of the best imputation methods for missing values considering three groups of classification methods (2012) (207)
A consistency‐based procedure to estimate missing pairwise preference values (2008) (206)
Genetic Algorithms and Soft Computing (1996) (204)
Editorial scalability of evolutionary algorithms and other metaheuristics for large-scale continuous optimization problems (2011) (199)
On the combination of genetic fuzzy systems and pairwise learning for improving detection rates on Intrusion Detection Systems (2015) (195)
Evolutionary undersampling boosting for imbalanced classification of breast cancer malignancy (2016) (194)
A Consensus Model for Large-Scale Linguistic Group Decision Making With a Feedback Recommendation Based on Clustered Personalized Individual Semantics and Opposing Consensus Groups (2019) (193)
KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining (2017) (192)
A Proposal for the Genetic Lateral Tuning of Linguistic Fuzzy Systems and Its Interaction With Rule Selection (2007) (192)
Hierarchical fuzzy rule based classification systems with genetic rule selection for imbalanced data-sets (2009) (189)
A practical tutorial on autoencoders for nonlinear feature fusion: Taxonomy, models, software and guidelines (2018) (189)
Addressing imbalance in multilabel classification: Measures and random resampling algorithms (2015) (185)
Learning the membership function contexts for mining fuzzy association rules by using genetic algorithms (2009) (184)
Memetic Algorithms for Continuous Optimisation Based on Local Search Chains (2010) (183)
COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images (2020) (183)
A memetic algorithm for evolutionary prototype selection: A scaling up approach (2008) (181)
Replacement strategies to preserve useful diversity in steady-state genetic algorithms (2008) (180)
Fuzzy connectives based crossover operators to model genetic algorithms population diversity (1997) (178)
MA-SW-Chains: Memetic algorithm based on local search chains for large scale continuous global optimization (2010) (176)
Distinguishing between facts and opinions for sentiment analysis: Survey and challenges (2018) (175)
Large-scale group decision making model based on social network analysis: Trust relationship-based conflict detection and elimination (2019) (174)
A linear programming method for multiple criteria decision making with probabilistic linguistic information (2017) (174)
A Multiobjective Evolutionary Approach to Concurrently Learn Rule and Data Bases of Linguistic Fuzzy-Rule-Based Systems (2009) (172)
Addressing data complexity for imbalanced data sets: analysis of SMOTE-based oversampling and evolutionary undersampling (2011) (172)
Consensus reaching process for large-scale group decision making with double hierarchy hesitant fuzzy linguistic preference relations (2018) (168)
An insight into imbalanced Big Data classification: outcomes and challenges (2017) (165)
frbs: Fuzzy Rule-Based Systems for Classification and Regression in R (2015) (164)
Applicability of the fuzzy operators in the design of fuzzy logic controllers (1997) (163)
Deriving the priority weights from incomplete hesitant fuzzy preference relations in group decision making (2016) (161)
A proposal for improving the accuracy of linguistic modeling (2000) (160)
A linguistic decision process in group decision making (1996) (157)
Genetics-Based Machine Learning for Rule Induction: State of the Art, Taxonomy, and Comparative Study (2010) (156)
Integration of an Index to Preserve the Semantic Interpretability in the Multiobjective Evolutionary Rule Selection and Tuning of Linguistic Fuzzy Systems (2010) (153)
Genetic Fuzzy Systems: Status, Critical Considerations and Future Directions (2005) (153)
Genetic feature selection in a fuzzy rule-based classification system learning process for high-dimensional problems (2001) (151)
Implementing algorithms of rough set theory and fuzzy rough set theory in the R package "RoughSets" (2014) (150)
Induced ordered weighted geometric operators and their use in the aggregation of multiplicative preference relations (2004) (150)
Adaptation and application of multi-objective evolutionary algorithms for rule reduction and parameter tuning of fuzzy rule-based systems (2008) (147)
A Compact Evolutionary Interval-Valued Fuzzy Rule-Based Classification System for the Modeling and Prediction of Real-World Financial Applications With Imbalanced Data (2015) (146)
A genetic rule weighting and selection process for fuzzy control of heating, ventilating and air conditioning systems (2005) (144)
A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests (2007) (143)
An overview on feedback mechanisms with minimum adjustment or cost in consensus reaching in group decision making: Research paradigms and challenges (2020) (143)
Personalized individual semantics based on consistency in hesitant linguistic group decision making with comparative linguistic expressions (2018) (143)
A Fast and Scalable Multiobjective Genetic Fuzzy System for Linguistic Fuzzy Modeling in High-Dimensional Regression Problems (2011) (142)
A study of the origin and uses of the ordered weighted geometric operator in multicriteria decision making (2003) (142)
On the importance of the validation technique for classification with imbalanced datasets: Addressing covariate shift when data is skewed (2014) (139)
Interpretability Improvements to Find the Balance Interpretability-Accuracy in Fuzzy Modeling: An Overview (2003) (139)
Choice processes for non-homogeneous group decision making in linguistic setting (1998) (139)
An overview on managing additive consistency of reciprocal preference relations for consistency-driven decision making and fusion: Taxonomy and future directions (2019) (138)
An overview of MULTIMOORA for multi-criteria decision-making: Theory, developments, applications, and challenges (2019) (137)
Linguistic measures based on fuzzy coincidence for reaching consensus in group decision making (1997) (137)
A consistency-based procedure to estimate missing pairwise preference values (2008) (136)
A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation (2015) (135)
Automatic handgun detection alarm in videos using deep learning (2017) (134)
Evolutionary-based selection of generalized instances for imbalanced classification (2012) (133)
Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Toward a Wider View on Their Relationship (2015) (132)
Multilabel Classification: Problem Analysis, Metrics and Techniques (2016) (132)
MLSMOTE: Approaching imbalanced multilabel learning through synthetic instance generation (2015) (132)
A genetic tuning to improve the performance of Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets: Degree of ignorance and lateral position (2011) (132)
Revisiting Evolutionary Fuzzy Systems: Taxonomy, applications, new trends and challenges (2015) (129)
Consensus model for large-scale group decision making based on fuzzy preference relation with self-confidence: Detecting and managing overconfidence behaviors (2019) (129)
Sentiment Analysis in TripAdvisor (2017) (127)
A Multi-Objective Genetic Algorithm for Tuning and Rule Selection to Obtain Accurate and Compact Linguistic Fuzzy Rule-Based Systems (2007) (127)
ROSEFW-RF: The winner algorithm for the ECBDL'14 big data competition: An extremely imbalanced big data bioinformatics problem (2015) (127)
Data discretization: taxonomy and big data challenge (2016) (127)
A note on the reciprocity in the aggregation of fuzzy preference relations using OWA operators (2003) (126)
Adaptive local search parameters for real-coded memetic algorithms (2005) (126)
Large-Scale decision-making: Characterization, taxonomy, challenges and future directions from an Artificial Intelligence and applications perspective (2020) (126)
IVTURS: A Linguistic Fuzzy Rule-Based Classification System Based On a New Interval-Valued Fuzzy Reasoning Method With Tuning and Rule Selection (2013) (126)
Analysis and guidelines to obtain a good uniform fuzzy partition granularity for fuzzy rule-based systems using simulated annealing (2000) (126)
Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between $n$-Dimensional Overlap Functions and Decomposition Strategies (2015) (126)
A New ACO Model Integrating Evolutionary Computation Concepts: The Best-Worst Ant System (2000) (125)
Stratification for scaling up evolutionary prototype selection (2005) (125)
GP-COACH: Genetic Programming-based learning of COmpact and ACcurate fuzzy rule-based classification systems for High-dimensional problems (2010) (124)
Improving the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets and genetic amplitude tuning (2010) (124)
Score-HeDLiSF: A score function of hesitant fuzzy linguistic term set based on hesitant degrees and linguistic scale functions: An application to unbalanced hesitant fuzzy linguistic MULTIMOORA (2019) (123)
A practical tutorial on bagging and boosting based ensembles for machine learning: Algorithms, software tools, performance study, practical perspectives and opportunities (2020) (123)
A two-stage evolutionary process for designing TSK fuzzy rule-based systems (1999) (123)
Genetic learning of accurate and compact fuzzy rule based systems based on the 2-tuples linguistic representation (2007) (123)
Big Data: Tutorial and guidelines on information and process fusion for analytics algorithms with MapReduce (2018) (121)
Fuzzy adaptive genetic algorithms: design, taxonomy, and future directions (2003) (121)
Hybridizing genetic algorithms with sharing scheme and evolution strategies for designing approximate fuzzy rule-based systems (2001) (121)
A genetic learning process for the scaling factors, granularity and contexts of the fuzzy rule-based system data base (2001) (121)
Evolutionary Feature Selection for Big Data Classification: A MapReduce Approach (2015) (121)
Analyzing convergence performance of evolutionary algorithms: A statistical approach (2014) (120)
Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition (2012) (120)
Differential evolution for optimizing the positioning of prototypes in nearest neighbor classification (2011) (119)
Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to? (2019) (119)
Hybrid crossover operators for real-coded genetic algorithms: an experimental study (2005) (119)
Multilabel Classification (2016) (117)
COR: a methodology to improve ad hoc data-driven linguistic rule learning methods by inducing cooperation among rules (2002) (116)
Comments on “Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Towards a Wide View on Their Relationship” (2015) (116)
Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection (2012) (115)
On the 2-tuples based genetic tuning performance for fuzzy rule based classification systems in imbalanced data-sets (2010) (112)
Enabling Smart Data: Noise filtering in Big Data classification (2017) (112)
NMEEF-SD: Non-dominated Multiobjective Evolutionary Algorithm for Extracting Fuzzy Rules in Subgroup Discovery (2010) (112)
Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data (2009) (112)
Consistency of hesitant fuzzy linguistic preference relations: An interval consistency index (2018) (111)
Dynamic ensemble selection for multi-class imbalanced datasets (2018) (110)
Evolutionary Fuzzy Rule Induction Process for Subgroup Discovery: A Case Study in Marketing (2007) (108)
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects (2014) (108)
Incorporating filtering techniques in a fuzzy linguistic multi-agent model for information gathering on the web (2004) (107)
Fast‐mRMR: Fast Minimum Redundancy Maximum Relevance Algorithm for High‐Dimensional Big Data (2017) (107)
On the combination of evolutionary algorithms and stratified strategies for training set selection in data mining (2006) (107)
Enhancing the effectiveness and interpretability of decision tree and rule induction classifiers with evolutionary training set selection over imbalanced problems (2009) (106)
Multiobjective genetic fuzzy rule selection of single granularity-based fuzzy classification rules and its interaction with the lateral tuning of membership functions (2011) (104)
Individual and Social Strategies to Deal with Ignorance Situations in Multi-Person Decision Making (2009) (102)
GENERATING FUZZY RULES FROM EXAMPLES USING GENETIC ALGORITHMS (1995) (102)
Solving Electrical Distribution Problems Using Hybrid Evolutionary Data Analysis Techniques (2004) (101)
Distributed Linguistic Representations in Decision Making: Taxonomy, Key Elements and Applications, and Challenges in Data Science and Explainable Artificial Intelligence (2020) (101)
A communication model based on the 2-tuple fuzzy linguistic representation for a distributed intelligent agent system on Internet (2002) (100)
Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability (2007) (99)
Memetic algorithms based on local search chains for large scale continuous optimisation problems: MA-SSW-Chains (2011) (99)
Three models of fuzzy integer linear programming (1995) (99)
A New Multiobjective Evolutionary Algorithm for Mining a Reduced Set of Interesting Positive and Negative Quantitative Association Rules (2014) (98)
Object Detection Binary Classifiers methodology based on deep learning to identify small objects handled similarly: Application in video surveillance (2020) (98)
Comprehensive Taxonomies of Nature- and Bio-inspired Optimization: Inspiration Versus Algorithmic Behavior, Critical Analysis Recommendations (2020) (97)
A MapReduce Approach to Address Big Data Classification Problems Based on the Fusion of Linguistic Fuzzy Rules (2015) (97)
A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: The good synergy between RBFNs and EventCovering method (2010) (97)
A note on the internal consistency of various preference representations (2002) (97)
An Overview of E-Learning in Cloud Computing (2012) (96)
Dynamic classifier selection for One-vs-One strategy: Avoiding non-competent classifiers (2013) (95)
Social network analysis-based conflict relationship investigation and conflict degree-based consensus reaching process for large scale decision making using sparse representation (2019) (94)
Adaptive genetic operators based on coevolution with fuzzy behaviors (2001) (93)
MOGUL: A methodology to obtain genetic fuzzy rule‐based systems under the iterative rule learning approach (1999) (93)
Detection of Fir Trees (Abies sibirica) Damaged by the Bark Beetle in Unmanned Aerial Vehicle Images with Deep Learning (2019) (93)
Score function based on concentration degree for probabilistic linguistic term sets: An application to TOPSIS and VIKOR (2020) (92)
Revisiting Fuzzy and Linguistic Decision Making: Scenarios and Challenges for Making Wiser Decisions in a Better Way (2021) (92)
Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification (2013) (91)
Empowering one-vs-one decomposition with ensemble learning for multi-class imbalanced data (2016) (91)
The 2-tuple Linguistic Model: Computing with Words in Decision Making (2015) (91)
MENTOR: A graphical monitoring tool of preferences evolution in large-scale group decision making (2014) (90)
Addressing the Classification with Imbalanced Data: Open Problems and New Challenges on Class Distribution (2011) (90)
Hybrid learning models to get the interpretability–accuracy trade-off in fuzzy modeling (2006) (90)
Consensus Reaching and Strategic Manipulation in Group Decision Making With Trust Relationships (2020) (89)
q2-Index: Quantitative and qualitative evaluation based on the number and impact of papers in the Hirsch core (2010) (89)
Linguistic decision making: Tools and applications (2009) (89)
A Tutorial On the design, experimentation and application of metaheuristic algorithms to real-World optimization problems (2021) (88)
Hesitant Fuzzy Linguistic Term Sets (2011) (88)
Consensus vote models for detecting and filtering neutrality in sentiment analysis (2018) (87)
Alternative Ranking-Based Clustering and Reliability Index-Based Consensus Reaching Process for Hesitant Fuzzy Large Scale Group Decision Making (2019) (87)
Tackling the problem of classification with noisy data using Multiple Classifier Systems: Analysis of the performance and robustness (2013) (87)
An optimization-based approach to adjusting unbalanced linguistic preference relations to obtain a required consistency level (2015) (85)
Continuous scatter search: An analysis of the integration of some combination methods and improvement strategies (2006) (85)
IFROWANN: Imbalanced Fuzzy-Rough Ordered Weighted Average Nearest Neighbor Classification (2015) (84)
DRCW-OVO: Distance-based relative competence weighting combination for One-vs-One strategy in multi-class problems (2015) (83)
On the characterization of noise filters for self-training semi-supervised in nearest neighbor classification (2014) (82)
Towards Highly Accurate Coral Texture Images Classification Using Deep Convolutional Neural Networks and Data Augmentation (2018) (82)
BreakHis based breast cancer automatic diagnosis using deep learning: Taxonomy, survey and insights (2020) (82)
Deep-learning Versus OBIA for Scattered Shrub Detection with Google Earth Imagery: Ziziphus lotus as Case Study (2017) (82)
Social network group decision making: Managing self-confidence-based consensus model with the dynamic importance degree of experts and trust-based feedback mechanism (2019) (82)
IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule (2010) (81)
Ordinal consensus measure with objective threshold for heterogeneous large-scale group decision making (2019) (81)
Transforming big data into smart data: An insight on the use of the k‐nearest neighbors algorithm to obtain quality data (2018) (81)
Multiple criteria decision making based on distance and similarity measures under double hierarchy hesitant fuzzy linguistic environment (2018) (80)
Learning Fuzzy Rules Using Ant Colony Optimization Algorithms (2000) (80)
A hierarchical genetic fuzzy system based on genetic programming for addressing classification with highly imbalanced and borderline data-sets (2013) (80)
Genetic learning of fuzzy rule‐based classification systems cooperating with fuzzy reasoning methods (1998) (79)
On the use of convolutional neural networks for robust classification of multiple fingerprint captures (2017) (79)
Genetic learning of fuzzy rule-based classification systems cooperating with fuzzy reasoning methods (1998) (79)
INFFC: An iterative class noise filter based on the fusion of classifiers with noise sensitivity control (2016) (78)
Analysis of the Best-Worst Ant System and Its Variants on the QAP (2002) (78)
NICGAR: A Niching Genetic Algorithm to mine a diverse set of interesting quantitative association rules (2016) (78)
A General Study on Genetic Fuzzy Systems (1993) (77)
A multigranular hierarchical linguistic model for design evaluation based on safety and cost analysis (2005) (77)
An integrated method for cognitive complex multiple experts multiple criteria decision making based on ELECTRE III with weighted Borda rule (2020) (75)
A MapReduce-Based k-Nearest Neighbor Approach for Big Data Classification (2015) (75)
On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets (2009) (74)
A Walk into Metaheuristics for Engineering Optimization: Principles, Methods and Recent Trends (2015) (74)
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection (2009) (74)
Ordering-based pruning for improving the performance of ensembles of classifiers in the framework of imbalanced datasets (2016) (74)
A CLASSIFIED REVIEW ON THE COMBINATION FUZZY LOGIC–GENETIC ALGORITHMS BIBLIOGRAPHY: 1989–1995 (1997) (73)
A linguistic decision model for personnel management solved with a linguistic biobjective genetic algorithm (2001) (72)
Deep-Learning Convolutional Neural Networks for scattered shrub detection with Google Earth Imagery (2017) (71)
An Information Theory-Based Feature Selection Framework for Big Data Under Apache Spark (2018) (71)
Probabilistic double hierarchy linguistic term set and its use in designing an improved VIKOR method: The application in smart healthcare (2020) (70)
Whale counting in satellite and aerial images with deep learning (2019) (70)
Preprocessing noisy imbalanced datasets using SMOTE enhanced with fuzzy rough prototype selection (2014) (70)
Solving multi-class problems with linguistic fuzzy rule based classification systems based on pairwise learning and preference relations (2010) (70)
A comparison on scalability for batch big data processing on Apache Spark and Apache Flink (2017) (69)
Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications (2020) (68)
QAR-CIP-NSGA-II: A new multi-objective evolutionary algorithm to mine quantitative association rules (2014) (68)
A continuous interval-valued linguistic ORESTE method for multi-criteria group decision making (2018) (67)
A Survey on Evolutionary Instance Selection and Generation (2010) (66)
A classification method of alternatives for multiple preference ordering criteria based on fuzzy majority. (1996) (66)
METSK-HDe: A multiobjective evolutionary algorithm to learn accurate TSK-fuzzy systems in high-dimensional and large-scale regression problems (2014) (65)
A multi-objective evolutionary algorithm for an effective tuning of fuzzy logic controllers in heating, ventilating and air conditioning systems (2012) (65)
An Insight into Bio-inspired and Evolutionary Algorithms for Global Optimization: Review, Analysis, and Lessons Learnt over a Decade of Competitions (2018) (65)
A High Performance Fingerprint Matching System for Large Databases Based on GPU (2014) (64)
A tutorial on distance metric learning: Mathematical foundations, algorithms, experimental analysis, prospects and challenges (2018) (64)
Consensus Model Handling Minority Opinions and Noncooperative Behaviors in Large-Scale Group Decision-Making Under Double Hierarchy Linguistic Preference Relations (2020) (63)
Hierarchical distributed genetic algorithms (1999) (62)
FLINTSTONES: A fuzzy linguistic decision tools enhancement suite based on the 2-tuple linguistic model and extensions (2014) (62)
Evaluating the classifier behavior with noisy data considering performance and robustness: The Equalized Loss of Accuracy measure (2016) (62)
A snapshot of image pre-processing for convolutional neural networks: case study of MNIST (2017) (61)
Fast fingerprint identification for large databases (2014) (61)
A New Hesitant Fuzzy Linguistic ORESTE Method for Hybrid Multicriteria Decision Making (2018) (61)
Local identification of prototypes for genetic learning of accurate TSK fuzzy rule‐based systems (2007) (61)
Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets (2016) (60)
On the combination of fuzzy logic and evolutionary computation: a short review and bibliography (1997) (60)
On the usefulness of one-class classifier ensembles for decomposition of multi-class problems (2015) (60)
Rule Base Reduction and Genetic Tuning of Fuzzy Systems Based on the Linguistic 3-tuples Representation (2006) (60)
SEG-SSC: A Framework Based on Synthetic Examples Generation for Self-Labeled Semi-Supervised Classification (2015) (60)
Consensus reaching in social network DeGroot Model: The roles of the Self-confidence and node degree (2019) (59)
Sparse Representation-Based Intuitionistic Fuzzy Clustering Approach to Find the Group Intra-Relations and Group Leaders for Large-Scale Decision Making (2019) (59)
A Learning Procedure to Estimate Missing Values in Fuzzy Preference Relations Based on Additive Consistency (2004) (59)
A First Approach to Deal with Imbalance in Multi-label Datasets (2013) (59)
Interval MULTIMOORA Method Integrating Interval Borda Rule and Interval Best–Worst-Method-Based Weighting Model: Case Study on Hybrid Vehicle Engine Selection (2020) (59)
Fuzzy Sets and Their Extensions: Representation, Aggregation and Models - Intelligent Systems from Decision Making to Data Mining, Web Intelligence and Computer Vision (2007) (59)
A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models (2015) (58)
Analysis of the efficacy of a Two-Stage methodology for ant colony optimization: Case of study with TSP and QAP (2010) (58)
A web tool to support decision making in the housing market using hesitant fuzzy linguistic term sets (2015) (58)
Since CEC 2005 competition on real-parameter optimisation: a decade of research, progress and comparative analysis’s weakness (2017) (58)
A distance-based framework to deal with ordinal and additive inconsistencies for fuzzy reciprocal preference relations (2016) (57)
Group decision making with double hierarchy hesitant fuzzy linguistic preference relations: Consistency based measures, index and repairing algorithms and decision model (2019) (57)
FRPS: A Fuzzy Rough Prototype Selection method (2013) (57)
Nearest Neighbor Classification for High-Speed Big Data Streams Using Spark (2017) (57)
Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms (2012) (57)
Evolutionary undersampling for extremely imbalanced big data classification under apache spark (2016) (57)
A Note on the Estimation of Missing Pairwise Preference Values: a Uninorm Consistency Based Method (2008) (56)
MOGUL: A methodology to obtain genetic fuzzy rule-based systems under the iterative rule learning approach (1999) (55)
Intuitionistic Fuzzy Analytic Network Process (2018) (55)
Trends in Applied Intelligent Systems - 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Cordoba, Spain, June 1-4, 2010, Proceedings, Part I (2010) (55)
A View on Fuzzy Systems for Big Data: Progress and Opportunities (2016) (55)
Multi-class Imbalanced Data-Sets with Linguistic Fuzzy Rule Based Classification Systems Based on Pairwise Learning (2010) (54)
Hesitancy degree-based correlation measures for hesitant fuzzy linguistic term sets and their applications in multiple criteria decision making (2020) (54)
Improving fuzzy logic controllers obtained by experts: a case study in HVAC systems (2009) (54)
Two-Loop Real-Coded Genetic Algorithms with Adaptive Control of Mutation Step Sizes (2000) (54)
An Evolutionary Multiobjective Model and Instance Selection for Support Vector Machines With Pareto-Based Ensembles (2017) (54)
A Note on the ITS Topic Evolution in the Period 2000–2009 at T-ITS (2012) (53)
A multi-objective evolutionary method for learning granularities based on fuzzy discretization to improve the accuracy-complexity trade-off of fuzzy rule-based classification systems: D-MOFARC algorithm (2014) (53)
A proposal for evolutionary fuzzy systems using feature weighting: Dealing with overlapping in imbalanced datasets (2015) (53)
Visualizing and rectifying different inconsistencies for fuzzy reciprocal preference relations (2019) (53)
Variable mesh optimization for continuous optimization problems (2012) (52)
Accuracy Improvements to Find the Balance Interpretability-Accuracy in Linguistic Fuzzy Modeling: An Overview (2003) (52)
Fuzzy rough classifiers for class imbalanced multi-instance data (2016) (51)
Virtual learning environment to predict withdrawal by leveraging deep learning (2019) (51)
A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal (2015) (51)
A linguistic decision model for promotion mix management solved with genetic algorithms (2002) (51)
Increasing fuzzy rules cooperation based on evolutionary adaptive inference systems (2007) (51)
Addressing imbalanced classification with instance generation techniques: IPADE-ID (2014) (51)
An automatic extraction method of the domains of competence for learning classifiers using data complexity measures (2013) (50)
Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy (2020) (50)
Consensus Building With Individual Consistency Control in Group Decision Making (2019) (49)
Domains of competence of fuzzy rule based classification systems with data complexity measures: A case of study using a fuzzy hybrid genetic based machine learning method (2010) (49)
The 2-tuple Linguistic Model (2015) (49)
A Pareto-based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets (2017) (49)
Analysis of new niching genetic algorithms for finding multiple solutions in the job shop scheduling (2012) (49)
SHADE with Iterative Local Search for Large-Scale Global Optimization (2018) (48)
Multiobjective Evolutionary Induction of Subgroup Discovery Fuzzy Rules: A Case Study in Marketing (2006) (48)
Dynamic ensemble selection for multi-class classification with one-class classifiers (2018) (48)
E-learning and educational data mining in cloud computing: an overview (2014) (48)
Inconsistencies on TripAdvisor reviews: A unified index between users and Sentiment Analysis Methods (2019) (48)
Brightness guided preprocessing for automatic cold steel weapon detection in surveillance videos with deep learning (2019) (48)
An Empirical Analysis of Multiple Objective Ant Colony Optimization Algorithms for the Bi-criteria TSP (2004) (48)
Finding multiple solutions in job shop scheduling by niching genetic algorithms (2003) (47)
Fuzzy-rough imbalanced learning for the diagnosis of High Voltage Circuit Breaker maintenance: The SMOTE-FRST-2T algorithm (2016) (47)
A methodology for Institution-Field ranking based on a bidimensional analysis: the IFQ2A index (2011) (47)
Predicting literature's early impact with sentiment analysis in Twitter (2020) (46)
Cooperative Evolutionary Learning of Linguistic Fuzzy Rules and Parametric Aggregation Connectors for Mamdani Fuzzy Systems (2007) (46)
A Review of Fingerprint Feature Representations and Their Applications for Latent Fingerprint Identification: Trends and Evaluation (2019) (44)
IPADE: Iterative Prototype Adjustment for Nearest Neighbor Classification (2010) (44)
Multi-label classification using a fuzzy rough neighborhood consensus (2018) (44)
Analysis of the Effectiveness of the Genetic Algorithms based on Extraction of Association Rules (2010) (44)
Techniques for Learning and Tuning Fuzzy Rule-Based Systems for Linguistic Modeling and their Application (2000) (43)
Dynamic and heuristic fuzzy connectives-based crossover operators for controlling the diversity and convergence of real-coded genetic algorithms (1996) (42)
Multivariate Discretization Based on Evolutionary Cut Points Selection for Classification (2016) (42)
A multiobjective genetic algorithm for feature selection and granularity learning in fuzzy-rule based classification systems (2001) (42)
A coral reefs optimization algorithm with substrate layers and local search for large scale global optimization (2016) (42)
Imbalance: Oversampling algorithms for imbalanced classification in R (2018) (41)
Empowering difficult classes with a similarity-based aggregation in multi-class classification problems (2014) (41)
Evolutionary undersampling for imbalanced big data classification (2015) (41)
Mining association rules on Big Data through MapReduce genetic programming (2017) (40)
Overview on evolutionary subgroup discovery: analysis of the suitability and potential of the search performed by evolutionary algorithms (2014) (40)
Deep Learning in Omics Data Analysis and Precision Medicine (2019) (40)
A survey of fingerprint classification Part II (2015) (40)
Multiobjective Genetic Algorithm for Extracting Subgroup Discovery Fuzzy Rules (2007) (40)
A prescription of methodological guidelines for comparing bio-inspired optimization algorithms (2021) (39)
A Multiobjective Evolutionary Conceptual Clustering Methodology for Gene Annotation Within Structural Databases: A Case of Study on the Gene Ontology Database (2008) (39)
Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis (2016) (39)
A panoramic view and swot analysis of artificial intelligence for achieving the sustainable development goals by 2030: progress and prospects (2021) (39)
rNPBST: An R Package Covering Non-parametric and Bayesian Statistical Tests (2017) (39)
Missing data imputation for fuzzy rule-based classification systems (2012) (39)
Analysis of self‐confidence indices‐based additive consistency for fuzzy preference relations with self‐confidence and its application in group decision making (2019) (39)
Dealing with Difficult Minority Labels in Imbalanced Mutilabel Data Sets (2017) (38)
Post optimality analysis on the membership functions of a fuzzy linear programming problem (1993) (38)
An Interactive Decision Support System Based on Consistency Criteria (2008) (38)
Principal Components Analysis Random Discretization Ensemble for Big Data (2018) (38)
Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions (2022) (38)
Monotonic Random Forest with an Ensemble Pruning Mechanism based on the Degree of Monotonicity (2015) (37)
SMOTE-FRST: a new resampling method using fuzzy rough set theory (2012) (37)
Iterative hybridization of DE with local search for the CEC'2015 special session on large scale global optimization (2015) (37)
Generic Disjunctive Belief-Rule-Base Modeling, Inferencing, and Optimization (2019) (36)
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection (2013) (36)
A multi-objective evolutionary fuzzy system to obtain a broad and accurate set of solutions in intrusion detection systems (2019) (36)
A Tutorial on Distance Metric Learning: Mathematical Foundations, Algorithms and Software (2018) (35)
Solving an assignment-selection problem with verbal information and using genetic algorithms (1999) (35)
Consensus evolution networks: A consensus reaching tool for managing consensus thresholds in group decision making (2019) (35)
Visualization and evolution of the scientific structure of fuzzy sets research in Spain (2009) (35)
Integrating Continual Personalized Individual Semantics Learning in Consensus Reaching in Linguistic Group Decision Making (2022) (34)
Dynamic and heuristic fuzzy connectives‐based crossover operators for controlling the diversity and convergence of real‐coded genetic algorithms (1996) (34)
A multi-objective evolutionary approach to training set selection for support vector machine (2018) (34)
MLeNN: A First Approach to Heuristic Multilabel Undersampling (2014) (34)
Special Issue on Genetic Fuzzy Systems and the Interpretability-Accuracy Trade-off (2007) (34)
A distributed evolutionary multivariate discretizer for Big Data processing on Apache Spark (2018) (33)
Dynamic affinity-based classification of multi-class imbalanced data with one-versus-one decomposition: a fuzzy rough set approach (2018) (33)
Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability (2010) (33)
Concurrence among Imbalanced Labels and Its Influence on Multilabel Resampling Algorithms (2014) (33)
LI-MLC: A Label Inference Methodology for Addressing High Dimensionality in the Label Space for Multilabel Classification (2014) (33)
Feature Selection and Granularity Learning in Genetic Fuzzy Rule-Based Classification Systems for Highly Imbalanced Data-Sets (2012) (33)
CONSENSUS BASED ON MULTIPLICATIVE CONSISTENT DOUBLE HIERARCHY LINGUISTIC PREFERENCES: VENTURE CAPITAL IN REAL ESTATE MARKET (2019) (33)
Class Switching according to Nearest Enemy Distance for learning from highly imbalanced data-sets (2017) (33)
Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection (2017) (33)
Minutiae filtering to improve both efficacy and efficiency of fingerprint matching algorithms (2014) (33)
Learning cooperative linguistic fuzzy rules using the best–worst ant system algorithm (2005) (32)
Fuzzy rule based classification systems for big data with MapReduce: granularity analysis (2017) (32)
Linguistic modeling with hierarchical systems of weighted linguistic rules (2003) (32)
Sentiment Analysis based Multi-Person Multi-criteria Decision Making methodology using natural language processing and deep learning for smarter decision aid. Case study of restaurant choice using TripAdvisor reviews (2020) (32)
Multiple Instance Learning - Foundations and Algorithms (2016) (32)
Fuzzy Genetic Algorithms : Issues and Models (1999) (31)
A Multiobjective Genetic Learning Process for joint Feature Selection and Granularity and Contexts Learning in Fuzzy Rule-Based Classification Systems (2003) (31)
Revisiting inconsistent judgments for incomplete fuzzy linguistic preference relations: Algorithms to identify and rectify ordinal inconsistencies (2019) (31)
Multiple Instance Learning (2016) (31)
Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data (2020) (31)
Using the One-vs-One decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems (2015) (31)
A consensus process based on regret theory with probabilistic linguistic term sets and its application in venture capital (2021) (31)
Minutiae-based fingerprint matching decomposition: Methodology for big data frameworks (2017) (31)
Subgroup discover in large size data sets preprocessed using stratified instance selection for increasing the presence of minority classes (2008) (31)
Variable mesh optimization for the 2013 CEC Special Session Niching Methods for Multimodal Optimization (2013) (30)
Fuzzy sets and operations research: Perspectives (1997) (30)
A Study on the Noise Label Influence in Boosting Algorithms: AdaBoost, GBM and XGBoost (2017) (30)
IIVFDT: ignorance functions based interval-valued fuzzy decision tree with genetic tuning (2012) (30)
CNC-NOS: Class noise cleaning by ensemble filtering and noise scoring (2018) (30)
Underground Mining Method Selection With the Hesitant Fuzzy Linguistic Gained and Lost Dominance Score Method (2018) (30)
Shared domains of competence of approximate learning models using measures of separability of classes (2012) (30)
Big Data Preprocessing: Enabling Smart Data (2020) (30)
Cost-Sensitive back-propagation neural networks with binarization techniques in addressing multi-class problems and non-competent classifiers (2017) (29)
Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers (2014) (29)
Multiple Crossover per Couple with Selection of the Two Best Offspring: An Experimental Study with the BLX-alpha Crossover Operator for Real-Coded Genetic Algorithms (2002) (29)
Genetic fuzzy systems. New developments (2004) (29)
A Group Decision Making Approach Considering Self-Confidence Behaviors and Its Application in Environmental Pollution Emergency Management (2019) (29)
An efficient consensus reaching framework for large-scale social network group decision making and its application in urban resettlement (2021) (29)
On the use of biplot analysis for multivariate bibliometric and scientific indicators (2013) (29)
A two-step communication opinion dynamics model with self-persistence and influence index for social networks based on the DeGroot model (2020) (29)
A hierarchical knowledge-based environment for linguistic modeling: models and iterative methodology (2003) (29)
MRQAR: A generic MapReduce framework to discover quantitative association rules in big data problems (2018) (28)
Computing with Words: Revisiting the Qualitative Scale (2018) (28)
QUINTA: A question tagging assistant to improve the answering ratio in electronic forums (2015) (28)
An analysis on the use of autoencoders for representation learning: fundamentals, learning task case studies, explainability and challenges (2020) (28)
Hesitant Fuzzy Linguistic Analytic Hierarchical Process With Prioritization, Consistency Checking, and Inconsistency Repairing (2019) (28)
Analyzing the reasoning mechanisms in fuzzy rule based classification systems. (1998) (28)
DRCW-ASEG: One-versus-One distance-based relative competence weighting with adaptive synthetic example generation for multi-class imbalanced datasets (2018) (28)
A study on the application of instance selection techniques in genetic fuzzy rule-based classification systems: Accuracy-complexity trade-off (2013) (28)
Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments (2012) (28)
Building fuzzy graphs: Features and taxonomy of learning for non-grid-oriented fuzzy rule-based systems (2001) (28)
Analysis of Data Preprocessing Increasing the Oversampling Ratio for Extremely Imbalanced Big Data Classification (2015) (28)
A preliminary study on overlapping and data fracture in imbalanced domains by means of Genetic Programming-based feature extraction (2010) (28)
Integrating a differential evolution feature weighting scheme into prototype generation (2012) (28)
A snapshot on nonstandard supervised learning problems: taxonomy, relationships, problem transformations and algorithm adaptations (2018) (28)
A binocular image fusion approach for minimizing false positives in handgun detection with deep learning (2019) (27)
Applying multi-objective evolutionary algorithms to the automatic learning of extended Boolean queries in fuzzy ordinal linguistic information retrieval systems (2009) (27)
GPU-SME-kNN: Scalable and memory efficient kNN and lazy learning using GPUs (2016) (27)
OWA-FRPS: A Prototype Selection Method Based on Ordered Weighted Average Fuzzy Rough Set Theory (2013) (27)
Tackling Multilabel Imbalance through Label Decoupling and Data Resampling Hybridization (2017) (27)
Revisiting crowd behaviour analysis through deep learning: Taxonomy, anomaly detection, crowd emotions, datasets, opportunities and prospects (2020) (27)
E2SAM: Evolutionary ensemble of sentiment analysis methods for domain adaptation (2019) (27)
Other Genetic Fuzzy Rule-Based System Paradigms (2001) (27)
Searching for basic properties obtaining robust implication operators in fuzzy control (2000) (27)
The minimum cost consensus model considering the implicit trust of opinions similarities in social network group decision‐making (2019) (27)
A Forecasting Methodology for Workload Forecasting in Cloud Systems (2018) (26)
R Ultimate Multilabel Dataset Repository (2016) (26)
Learning cooperative linguistic fuzzy rules using the best-worst ant system algorithm (2005) (26)
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case (2021) (26)
A bibliometric study about the research based on hybridating the fuzzy logic field and the other computational intelligent techniques: A visual approach (2010) (26)
A Hybrid Learning Process for the Knowledge Base of a Fuzzy Rule-Based System (2004) (26)
On a new methodology for ranking fuzzy numbers and its application to real economic data (2018) (26)
Instance reduction for one-class classification (2019) (26)
Democratic consensus reaching process for multi-person multi-criteria large scale decision making considering participants' individual attributes and concerns (2022) (26)
A first study exploring the performance of the state-of-the art CNN model in the problem of breast cancer (2018) (26)
Cooperative Coevolution for Learning Fuzzy Rule-Based Systems (2001) (25)
Fuzzy boolean programming problems with fuzzy costs: A general study (1996) (25)
Weighted one-class classification for different types of minority class examples in imbalanced data (2014) (25)
Exploring the effectiveness of dynamic ensemble selection in the one-versus-one scheme (2017) (25)
Fast fingerprint identification using GPUs (2015) (25)
Memetic algorithm with Local search chaining for large scale continuous optimization problems (2009) (25)
Learning from data using the R package "FRBS" (2014) (25)
Hesitant Fuzzy Sets: An Emerging Tool in Decision Making (2014) (24)
A Study on the Evolutionary Adaptive Defuzzification Methods in Fuzzy Modeling (2004) (24)
Diagnose Effective Evolutionary Prototype Selection Using an Overlapping Measure (2009) (24)
Identification of linguistic fuzzy models by means of genetic algorithms (1997) (24)
Improving SMOTE with Fuzzy Rough Prototype Selection to Detect Noise in Imbalanced Classification Data (2012) (24)
A LEARNING METHOD OF FUZZY REASONING BY GENETIC ALGORITHMS (1993) (24)
A greedy randomized adaptive search procedure applied to the clustering problem as an initialization process using K-Means as a local search procedure (2002) (24)
On the Impact of Dataset Complexity and Sampling Strategy in Multilabel Classifiers Performance (2016) (24)
Combining Linguistic Information in a Distributed Intelligent Agent Model for Information Gathering (1997) (24)
Life satisfaction evaluation in earthquake-hit area by the probabilistic linguistic GLDS method integrated with the logarithm-multiplicative analytic hierarchy process (2019) (24)
Managing Borderline and Noisy Examples in Imbalanced Classification by Combining SMOTE with Ensemble Filtering (2014) (23)
MNIST-NET10: A heterogeneous deep networks fusion based on the degree of certainty to reach 0.1% error rate. Ensembles overview and proposal (2020) (23)
Computing with words and decision making (2009) (23)
Chain based sampling for monotonic imbalanced classification (2019) (23)
Boolean programming problems with fuzzy constraints (1993) (23)
Prototype Selection for Nearest Neighbor Classification : Survey of Methods (2010) (23)
Linguistic modeling with weighted double-consequent fuzzy rules based on cooperative coevolution (2003) (23)
Recent advances in genetic fuzzy systems - Guest editorial (2001) (23)
Ten Lectures on Genetic Fuzzy Systems (1997) (23)
Dynamically updated region based memetic algorithm for the 2013 CEC Special Session and Competition on Real Parameter Single Objective Optimization (2013) (22)
Balance Dynamic Clustering Analysis and Consensus Reaching Process With Consensus Evolution Networks in Large-Scale Group Decision Making (2021) (22)
SMOTE-GPU: Big Data preprocessing on commodity hardware for imbalanced classification (2017) (22)
A unifying analysis for the supervised descriptive rule discovery via the weighted relative accuracy (2018) (22)
Rationality of induced ordered weighted operators based on the reliability of the source of information in group decision-making (2004) (22)
What do people think about this monument? Understanding negative reviews via deep learning, clustering and descriptive rules (2018) (22)
Neutrality in the sentiment analysis problem based on fuzzy majority (2017) (22)
MC2ESVM: Multiclass Classification Based on Cooperative Evolution of Support Vector Machines (2018) (22)
Adaptive Genetic Algorithms Based on Fuzzy Techniques (2007) (21)
A Three-Stage Method for Designing Genetic Fuzzy Systems by Learning from Examples (1996) (21)
Tips, guidelines and tools for managing multi-label datasets: the mldr.datasets R package and the Cometa data repository (2018) (21)
Fuzzy Rule Based Classification Systems versus crisp robust learners trained in presence of class noise's effects: A case of study (2011) (21)
A fuzzy model to evaluate the suitability of installing an enterprise resource planning system (2009) (21)
Coral species identification with texture or structure images using a two-level classifier based on Convolutional Neural Networks (2019) (21)
Linguistic Fuzzy Rules in Data Mining: Follow-Up Mamdani Fuzzy Modeling Principle (2012) (21)
A multi-objective evolutionary algorithm for mining quantitative association rules (2011) (20)
Hybrid Distributed Real-Coded Genetic Algorithms (1998) (20)
Defective alternatives detection-based multi-attribute intuitionistic fuzzy large-scale decision making model (2019) (20)
Dynamic subgroup-quality-based consensus in managing consistency, nearness, and evenness quality indices for large-scale group decision making under hesitant environment (2020) (20)
An interval type-2 fuzzy Kano-prospect-TOPSIS based QFD model: Application to Chinese e-commerce service design (2021) (20)
Teranga Go!: Carpooling Collaborative Consumption Community with multi-criteria hesitant fuzzy linguistic term set opinions to build confidence and trust (2018) (20)
Evolutionary Fuzzy Systems: A Case Study for Intrusion Detection Systems (2018) (20)
Influence of regions on the memetic algorithm for the CEC'2014 Special Session on Real-Parameter Single Objective Optimisation (2014) (20)
Approaching Fuzzy Integer Linear Programming Problems (1991) (20)
Evolutionary parallel and gradually distributed lateral tuning of fuzzy rule-based systems (2009) (20)
A Hybrid Genetic Algorithm-evolution Strategy Process for Learning Fuzzy Logic Controller Knowledge Bases ? (1996) (20)
Heuristic Crossovers for Real-Coded Genetic Algorithms Based on Fuzzy Connectives (1996) (19)
Exact fuzzy k-nearest neighbor classification for big datasets (2017) (19)
Memetic Algorithm with Local Search Chaining for Continuous Optimization Problems: A Scalability Test (2009) (19)
Fuzzy modeling by hierarchically built fuzzy rule bases (2001) (19)
Applying Linguistic OWA Operators in Consensus Models under Unbalanced Linguistic Information (2011) (19)
Evolutionary selection of hyperrectangles in nested generalized exemplar learning (2011) (19)
Online entropy-based discretization for data streaming classification (2018) (19)
Dealing with Missing Values (2015) (19)
Generating single granularity-based fuzzy classification rules for multiobjective genetic fuzzy rule selection (2009) (19)
SMOTE-RS B ∗ : a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced datasets using SMOTE and rough sets theory (19)
Applying Genetic Algorithms in Fuzzy Optimization Problems (1994) (19)
SMOTE-BD: An Exact and Scalable Oversampling Method for Imbalanced Classification in Big Data (2018) (19)
A Proposal of Evolutionary Prototype Selection for Class Imbalance Problems (2006) (19)
Optimality for fuzzified mathematical programming problems: a parametric approach (1993) (19)
A Dynamic Credit Index System for TSMEs in China Using the Delphi and Analytic Hierarchy Process (AHP) Methods (2020) (19)
An Effective Big Data Supervised Imbalanced Classification Approach for Ortholog Detection in Related Yeast Species (2015) (18)
Chi-Spark-RS: An Spark-built evolutionary fuzzy rule selection algorithm in imbalanced classification for big data problems (2017) (18)
Information fusion for affective computing and sentiment analysis (2021) (18)
Encouraging Cooperation in the Genetic Iterative Rule Learning Approach for Qualitative Modeling (1999) (18)
DPD-DFF: A dual phase distributed scheme with double fingerprint fusion for fast and accurate identification in large databases (2016) (18)
Addressing Overlapping in Classification with Imbalanced Datasets: A First Multi-objective Approach for Feature and Instance Selection (2015) (18)
On the use of MapReduce to build linguistic fuzzy rule based classification systems for big data (2014) (18)
Learning cooperative linguistic fuzzy rules using the best–worst ant system algorithm: Research Articles (2005) (18)
Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection (2008) (18)
A novel methodology to classify test cases using natural language processing and imbalanced learning (2020) (17)
A Multi-Objective Evolutionary Algorithm for Rule Selection and Tuning on Fuzzy Rule-Based Systems (2007) (17)
Linguistic Opinions Dynamics Based on Personalized Individual Semantics (2021) (17)
From Big to Smart Data: Iterative ensemble filter for noise filtering in Big Data classification (2019) (17)
Genetic tuning of fuzzy rule-based systems integrating linguistic hedges (2001) (17)
An insight into the importance of national university rankings in an international context: the case of the I-UGR rankings of Spanish universities (2013) (17)
The Importance of Context: Assessing the Benefits and Limitations of Participatory Mapping for Empowering Indigenous Communities in the Comarca Ngäbe-Buglé, Panama (2017) (17)
Genetic Learning of Membership Functions for Mining Fuzzy Association Rules (2007) (17)
A Review of Hesitant Fuzzy Sets: Quantitative and Qualitative Extensions (2016) (16)
Consistency of Reciprocal Preference Relations (2007) (16)
A Multi-granular Linguistic Decision Model for Evaluating the Quality of Network Services (2004) (16)
A GRASP Algorithm for Clustering (2002) (16)
AT-MFCGA: An Adaptive Transfer-guided Multifactorial Cellular Genetic Algorithm for Evolutionary Multitasking (2020) (16)
ON GROUP DECISION MAKING UNDER LINGUISTIC PREFERENCES AND FUZZY LINGUISTIC QUANTIFIERS (1995) (16)
Niching genetic feature selection algorithms applied to the design of fuzzy rule-based classification systems (2007) (16)
Automatic whale counting in satellite images with deep learning (2018) (16)
Ranking of research output of universities on the basis of the multidimensional prestige of influential fields: Spanish universities as a case of study (2012) (16)
FW-SMOTE: A feature-weighted oversampling approach for imbalanced classification (2021) (16)
Analysing the Hierarchical Fuzzy Rule Based Classification Systems with genetic rule selection (2010) (16)
COR Methodology: A Simple Way to Obtain Linguistic Fuzzy Models with Good Interpretability and Accuracy (2003) (16)
Visualizing Consensus in Group Decision Making Situations (2007) (16)
Learning and Tuning Fuzzy Rule-Based Systems for Linguistic Modeling (2000) (16)
A Hierarchical Ordinal Model for Managing Unbalanced Linguistic Term Sets Based on the Linguistic 2-tuple Model 0 (16)
Region-based memetic algorithm with archive for multimodal optimisation (2016) (16)
Replacement Strategies to Maintain Useful Diversity in Steady-State Genetic Algorithms (2003) (15)
Genetic tuning on fuzzy systems based on the linguistic 2-tuples representation (2004) (15)
Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS (2013) (15)
Aggregating Linguistic Preferences: Properties Of Lowa Operator (1995) (15)
Tree Cover Estimation in Global Drylands from Space Using Deep Learning (2020) (15)
A first attempt on global evolutionary undersampling for imbalanced big data (2017) (15)
A Multiobjective Evolutionary Algorithm for Tuning Fuzzy Rule Based Systems with Measures for Preserving Interpretability (2009) (15)
Heterogeneous distributed genetic algorithms based on the crossover operator (1997) (15)
Smartdata: Data preprocessing to achieve smart data in R (2019) (15)
Region based memetic algorithm for real-parameter optimisation (2014) (15)
NMC: nearest matrix classification - A new combination model for pruning One-vs-One ensembles by transforming the aggregation problem (2017) (15)
Local identification of prototypes for genetic learning of accurate TSK fuzzy rule-based systems: Research Articles (2007) (15)
Aggregation of Linguistic Information Based on a Symbolic Approach (1999) (15)
KEEL: A data mining software tool integrating genetic fuzzy systems (2008) (15)
A snapshot on nonstandard supervised learning problems: taxonomy, relationships and methods (2018) (15)
Emerging topics and challenges of learning from noisy data in nonstandard classification: a survey beyond binary class noise (2018) (14)
A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms (2009) (14)
Editorial Message: Special Issue on Hesitant Fuzzy Linguistic Decision Making: Algorithms, Theory and Applications (2018) (14)
Dynamic Federated Learning Model for Identifying Adversarial Clients (2020) (14)
Modeling agent‐based consumers decision‐making with 2‐tuple fuzzy linguistic perceptions (2019) (14)
Musical genre classification by means of Fuzzy Rule-Based Systems: A preliminary approach (2011) (14)
Linguistic group decision making: Axiomatic distance and minimum cost consensus (2020) (14)
Hybrid crossover operators with multiple descendents for real‐coded genetic algorithms: Combining neighborhood‐based crossover operators (2009) (14)
Fairness in Bio-inspired Optimization Research: A Prescription of Methodological Guidelines for Comparing Meta-heuristics (2020) (14)
A multi-instance learning wrapper based on the Rocchio classifier for web index recommendation (2014) (14)
Recent advancements of fuzzy sets: Theory and practice (2006) (14)
From Big Data to Smart Data with the K-Nearest Neighbours Algorithm (2016) (14)
Evolutionary design of TSK fuzzy rule-based systems using (/spl mu/,/spl lambda/)-evolution strategies (1997) (14)
Fuzzy Multi-Instance Classifiers (2016) (13)
A First Approach in Evolutionary Fuzzy Systems based on the lateral tuning of the linguistic labels for Big Data classification (2016) (13)
Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery (2009) (13)
Fuzzy Evolutionary Algorithms and Genetic Fuzzy Systems: A Positive Collaboration between Evolutionary Algorithms and Fuzzy Systems (2009) (13)
Different approaches to induce cooperation in fuzzy linguistic models under the COR methodology (2002) (13)
Learning from Imbalanced Data Streams (2018) (13)
MonuMAI: Dataset, deep learning pipeline and citizen science based app for monumental heritage taxonomy and classification (2021) (13)
Redundancy and Complexity Metrics for Big Data Classification: Towards Smart Data (2020) (13)
DPASF: a flink library for streaming data preprocessing (2018) (13)
Tweet Coupling: a social media methodology for clustering scientific publications (2020) (13)
Increasing fuzzy rules cooperation based on evolutionary adaptive inference systems: Research Articles (2007) (13)
Exploring Consistency for Hesitant Preference Relations in Decision Making: Discussing Concepts, Meaning and Taxonomy (2018) (13)
A Metahierarchical Rule Decision System to Design Robust Fuzzy Classifiers Based on Data Complexity (2019) (13)
Resampling Multilabel Datasets by Decoupling Highly Imbalanced Labels (2015) (13)
Evolutionary approaches to the learning of fuzzy rule-based classification systems (1999) (13)
Learning with Genetic Algorithms (2001) (13)
Improvement to the cooperative rules methodology by using the ant colony system algorithm (2001) (12)
Preference relations as the information representation base in multi-person decision making. (1996) (12)
Analyze, Sense, Preprocess, Predict, Implement, and Deploy (ASPPID): An incremental methodology based on data analytics for cost-efficiently monitoring the industry 4.0 (2019) (12)
Improving Multi-label Classifiers via Label Reduction with Association Rules (2012) (12)
A study of the use of multi-objective evolutionary algorithms to learn Boolean queries: A comparative study (2009) (12)
An Improved Multi-Objective Genetic Algorithm for Tuning Linguistic Fuzzy Systems (2008) (12)
Lights and shadows in Evolutionary Deep Learning: Taxonomy, critical methodological analysis, cases of study, learned lessons, recommendations and challenges (2020) (12)
Components and Parameters of DE , Real-coded CHC , and G-CMAES (2010) (12)
Numerical Interval Opinion Dynamics in Social Networks: Stable State and Consensus (2019) (12)
Generating and Selecting Fuzzy Control Rules Using Evolution Strategies and Genetic Algorithms (1996) (12)
Dealing with Noisy Data (2015) (11)
A First Study on Decomposition Strategies with Data with Class Noise Using Decision Trees (2012) (11)
A genetic algorithm for tuning fuzzy rule-based classification systems with Interval-Valued Fuzzy Sets (2010) (11)
An analysis of evolutionary algorithms with different types of fuzzy rules in subgroup discovery (2009) (11)
A Genetic Algorithm for Feature Selection and Granularity Learning in Fuzzy Rule-Based Classification Systems for Highly Imbalanced Data-Sets (2010) (11)
Statistical Comparisons by Means of Non-Parametric Tests : A Case Study on Genetic Based Machine Learning (2007) (11)
Overview of Hesitant Linguistic Preference Relations for Representing Cognitive Complex Information: Where We Stand and What Is Next (2019) (11)
pyDML: A Python Library for Distance Metric Learning (2020) (11)
An Analysis of Local and Global Solutions to Address Big Data Imbalanced Classification: A Case Study with SMOTE Preprocessing (2019) (11)
A preliminary study on fingerprint classification using fuzzy rule-based classification systems (2014) (11)
Why Linguistic Fuzzy Rule Based Classification Systems perform well in Big Data Applications? (2017) (11)
Improving the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-Sets Using an Evolutionary Adaptive Inference System (2009) (11)
Enhancing the classification of social media opinions by optimizing the structural information (2020) (11)
Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool (2009) (10)
Preprocessing methodology for time series: An industrial world application case study (2020) (10)
Deep recurrent neural network for geographical entities disambiguation on social media data (2019) (10)
Hybrid crossover operators with multiple descendents for real-coded genetic algorithms: Combining neighborhood-based crossover operators (2009) (10)
Ensembles of cost-diverse Bayesian neural learners for imbalanced binary classification (2020) (10)
Evolutionary Extraction of Association Rules: A Preliminary Study on their Effectiveness (2009) (10)
Multifactorial Cellular Genetic Algorithm (MFCGA): Algorithmic Design, Performance Comparison and Genetic Transferability Analysis (2020) (10)
A Multiobjective Evolutionary Algorithm for spam e-mail filtering (2008) (10)
A Tutorial on Distance Metric Learning: Mathematical Foundations, Algorithms and Experiments (2018) (10)
A Genetic-Programming-Based Approach for the Learning of Compact Fuzzy Rule-Based Classification Systems (2006) (10)
Cost Sensitive and Preprocessing for Classification with Imbalanced Data-sets: Similar Behaviour and Potential Hybridizations (2012) (10)
Computing with Words for Decision Making Versus Linguistic Decision Making: A Reflection on both Scenarios (2015) (9)
Simultaneously Evolving Deep Reinforcement Learning Models using Multifactorial optimization (2020) (9)
On the Usefulness of MOEAs for Getting Compact FRBSs Under Parameter Tuning and Rule Selection (2008) (9)
Author's reply [to comments on 'A proposal to improve the accuracy of linguistic modelling'] (2003) (9)
Hesitant Fuzzy Linguistic Term Set and Its Application in Decision Making: A State-of-the-Art Survey (2017) (9)
A Linguistic Decision Model to Suppliers Selection in International Purchasing (1999) (9)
Human pose estimation for mitigating false negatives in weapon detection in video-surveillance (2022) (9)
A Prediction System for Cardiovascularity Diseases Using Genetic Fuzzy Rule-Based Systems (2002) (9)
BELIEF: A distance-based redundancy-proof feature selection method for Big Data (2018) (9)
Consensus Based on Fuzzy Coincidence for Group Decision Making in Linguistic Setting (1997) (9)
Data Preparation Basic Models (2015) (9)
Evolutionary Training Set Selection to Optimize C4.5 in Imbalanced Problems (2008) (9)
Knowledge‐based systems and fuzzy boolean programming (1994) (9)
Fuzzy Rule Reduction and Tuning of Fuzzy Logic Controllers for a HVAC System (2006) (9)
Representation models for aggregating linguistic information: issues and analysis (2002) (9)
Addressing Data-Complexity for Imbalanced Data-Sets: A Preliminary Study on the Use of Preprocessing for C4.5 (2009) (9)
On the linguistic OWA operator and extensions (1997) (9)
Special issue on "New Trends in Data Mining" NTDM (2012) (9)
Aggregation schemes for binarization techniques . Methods ’ description (2010) (9)
A Fuzzy Model to Evaluate the Suitability of Installing an ERP System (2004) (8)
Combining Rule Weight Learning and Rule Selection to Obtain Simpler and More Accurate Linguistic Fuzzy Models (2003) (8)
Memetic Algorithm for Intense Local Search Methods Using Local Search Chains (2008) (8)
An Overview on the Structure and Applications for Business Intelligence and Data Mining in Cloud Computing (2012) (8)
Challenges of computing with words in decision making (2014) (8)
Evolutionary learning of a laser pointer detection fuzzy system for an environment control system (2011) (8)
An Analysis of the Rule Weights and Fuzzy Reasoning Methods for Linguistic Rule Based Classification Systems Applied to Problems with Highly Imbalanced Data Sets (2007) (8)
The NoiseFiltersR Package: Label Noise Preprocessing in R (2017) (8)
Applications of the linguistic OWA operators in group decision making (1997) (8)
Incremental learning model inspired in Rehearsal for deep convolutional networks (2020) (8)
A Trust Risk Dynamic Management Mechanism Based on Third-Party Monitoring for the Conflict-Eliminating Process of Social Network Group Decision Making. (2022) (8)
A genetic learning of the fuzzy rule-based classification system granularity for highly imbalanced data-sets (2009) (8)
Genetic tuning of a laser pointer environment control device system for handicapped people with fuzzy systems (2010) (8)
Deep Learning Hyper-parameter Tuning for Sentiment Analysis in Twitter based on Evolutionary Algorithms (2019) (8)
Computing the Spanish Medium Electrical Line Maintenance Costs by means of Evolution-Based Learning Processes (1998) (8)
Special issue on evolutionary fuzzy systems (2011) (8)
Connecting the numerical scale model to the unbalanced linguistic term sets (2014) (8)
Preference Degrees over Linguistic Preference Relations in Decision Making Preference Degrees over Linguistic Preference Relations in Decision Making (1994) (7)
Genetics-Based Machine Learning for Rule Induction : Taxonomy , Experimental Study and State of the Art (2009) (7)
Adaptic Control of the Mutation Probability by Fuzzy Logic Controllers (2000) (7)
A preliminary study on the use of differential evolution for adjusting the position of examples in nearest neighbor classification (2010) (7)
Revisiting data complexity metrics based on morphology for overlap and imbalance: snapshot, new overlap number of balls metrics and singular problems prospect (2020) (7)
The Use of Fuzzy Linguistic Information and Fuzzy Delphi Method to Validate by Consensus a Questionnaire in a Blended-Learning Environment (2018) (7)
Evolutionary Multi-Objective Algorithm to effectively improve the performance of the classic tuning of fuzzy logic controllers for a heating, ventilating and Air Conditioning system (2011) (7)
An evolutionary paradigm for designing fuzzy rule-based systems from examples (1997) (7)
Analysis among winners of different IEEE CEC competitions on real-parameters optimization: Is there always improvement? (2017) (7)
A combined MapReduce-windowing two-level parallel scheme for evolutionary prototype generation (2014) (7)
An Interval Valued K-Nearest Neighbors Classifier (2015) (7)
Introduction: Genetic fuzzy systems (1998) (7)
Foundations on Imbalanced Classification (2018) (7)
A Novel Memetic Framework for Enhancing Differential Evolution Algorithms via Combination With Alopex Local Search (2019) (7)
Improving a fuzzy association rule-based classification model by granularity learning based on heuristic measures over multiple granularities (2013) (7)
Introduction to KDD and Data Science (2018) (7)
Homogeneous Linear fuzzy Functions and Ranking Methods in fuzzy Linear Programming Problems (1994) (7)
A tutorial on the segmentation of metallographic images: Taxonomy, new MetalDAM dataset, deep learning-based ensemble model, experimental analysis and challenges (2021) (7)
A Practical Tutorial for Decision Tree Induction (2021) (7)
Improving Simple Linguistic Fuzzy Models by Means of the Weighted COR Methodology (2002) (7)
Integrating Evolutionary Computation Components in Ant Colony Optimization (2005) (7)
Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise (2020) (7)
DNBMA: A Double Normalization-Based Multi-Aggregation Method (2018) (6)
Editorial Real coded genetic algorithms (2005) (6)
Managing Monotonicity in Classification by a Pruned AdaBoost (2016) (6)
A Preliminary Study on Selecting the Optimal Cut Points in Discretization by Evolutionary Algorithms (2012) (6)
OCAPIS: R package for Ordinal Classification and Preprocessing in Scala (2018) (6)
Imbalanced Classification with Multiple Classes (2018) (6)
Measuring volatility based on ordered weighted average operators: The case of agricultural product prices (2020) (6)
A Practical Study on the Implementation of Fuzzy Logic Controllers (2007) (6)
Decision Aiding Managing non-homogeneous information in group decision making (2005) (6)
Can Linguistic Modeling Be As Accurate As Fuzzy Modeling Without Losing Its Description To A High Degree (2000) (6)
Fusion of multigranular linguistic information based on the 2-tuple fuzzy linguistic representation model (2002) (6)
APPLICATIONS OF CONTEMPORARY DECISION-MAKING METHODS TO THE DEVELOPMENT OF ECONOMY AND TECHNOLOGY (2020) (6)
Managing Heterogeneous Information in Group Decision Making (2002) (6)
Enhancing evolutionary fuzzy systems for multi-class problems: Distance-based relative competence weighting with truncated confidences (DRCW-TC) (2016) (6)
A first approach towards a fuzzy decision tree for multilabel classification (2017) (6)
Strategies for Scaling Up Evolutionary Instance Reduction Algorithms for Data Mining (2005) (6)
Big Data Preprocessing as the Bridge between Big Data and Smart Data: BigDaPSpark and BigDaPFlink Libraries (2019) (6)
On Dominance Degrees in Group Decision Making with Linguistic Preferences (1994) (6)
A novel genetic cooperative-competitive fuzzy rule based learning method using genetic programming for high dimensional problems (2008) (6)
A memetic algorithm using local search chaining forblack-box optimization benchmarking 2009 for noise free functions (2009) (6)
Design Of A Control Rules Base Based On Genetic Algorithms (1995) (6)
Genetic and Memetic Algorithm with Diversity Equilibrium based on Greedy Diversification (2017) (6)
Special issue on genetic fuzzy systems for control and robotics-- Preface (1997) (6)
Instance Selection Using Evolutionary Algorithms: An Experimental Study (2005) (6)
A Double Axis Classification of Interpretability Measures for Linguistic Fuzzy Rule-Based Systems (2011) (6)
Volume, variety and velocity in Data Science (2017) (6)
An Incremental Clustering Method and Its Application in Online Fuzzy Modeling (2008) (6)
A first study on the noise impact in classes for Fuzzy Rule Based Classification Systems (2010) (6)
Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems (2020) (6)
A case study on medical diagnosis of cardiovascular diseases using a Genetic Algorithm for Tuning Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets (2011) (6)
Sentiment Analysis on TripAdvisor: Are There Inconsistencies in User Reviews? (2017) (6)
Data Intrinsic Characteristics (2018) (6)
Ordering Artificial Intelligence Based Recommendations to Tackle the SDGs with a Decision-Making Model Based on Surveys (2021) (6)
Reducing Data Complexity Using Autoencoders With Class-Informed Loss Functions (2021) (6)
Ruta: Implementations of neural autoencoders in R (2019) (6)
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning (2021) (6)
A decision making model to evaluate the reputation in social networks using HFLTS (2017) (5)
Genetic adaption of rule connectives and conjunction operators in fuzzy rule based systems: an experimental comparative study (2003) (5)
Feature Selection Algorithms Applied to Parkinson's Disease (2001) (5)
Imbalanced Classification for Big Data (2018) (5)
Multi-Objective Genetic Fuzzy Systems: On the Necessity of Including Expert Knowledge in the MOEA Design Process (2008) (5)
Looking for the Best Defuzzification Method Features for each Implication Operator to Design Accurat (1999) (5)
Reciprocity and consistency of fuzzy preference relations (2003) (5)
A first attempt on evolutionary prototype reduction for nearest neighbor one-class classification (2014) (5)
Linguistic Preference Modeling : Foundation Models and New Trends (2003) (5)
Genetic Learning of the Knowledge Base of a Fuzzy System by Using the Linguistic 2-Tuples Representation (2005) (5)
Region based memetic algorithm with LS chaining (2012) (5)
Addressing covariate shift for Genetic Fuzzy Systems classifiers: A case of study with FARC-HD for imbalanced datasets (2013) (5)
A selection method based on the 2-tuple linguistic representation model for decision-making problems with multi-granularity linguistic information (1999) (5)
Strategies to Manage Ignorance Situations in Multiperson Decision Making Problems (2006) (5)
Eliciting comparative linguistic expressions in group decision making (2013) (5)
Learning compact fuzzy rule-based classification systems with genetic programming (2005) (5)
Learning Fuzzy Rules using Genetic Programming : Context-free grammar definition for high-dimensionality problems (2004) (5)
A Study on the Use of the Fuzzy Reasoning Method Based on the Winning Rule vs. Voting Procedure for Classification with Imbalanced Data Sets (2007) (5)
Imbalanced Data Preprocessing for Big Data (2020) (5)
Construction of Interval-Valued Fuzzy Preference Relations Using Ignorance Functions: Interval-Valued Non Dominance Criterion (2011) (5)
Combining Heterogeneous Information in Group Decision Making (2003) (5)
Fuzzy-Citation-KNN: A fuzzy nearest neighbor approach for multi-instance classification (2016) (5)
CURIE: a cellular automaton for concept drift detection (2020) (5)
Irony detection in Twitter with imbalanced class distributions (2020) (5)
A decision aid system to provide consistent linguistic preference relations. (2006) (5)
Algorithm-Level Approaches (2018) (5)
A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification (2018) (5)
The Hidden Layer of Indigenous Land Tenure: Informal Forest Ownership and Its Implications for Forest Use and Conservation in Panama's Largest Collective Territory (2017) (5)
Real-parameter crossover operators with multiple descendents: An experimental study (2008) (5)
Reasoning Methods Based on OWA Operators underFuzzy Mayority in Fuzzy Rule-Based Classi cation SystemsO (1998) (4)
A cooperative coevolutionary algorithm for jointly learning fuzzy rule bases and membership functions (2001) (4)
Handling High-Dimensional Regression Problems by Means of an Efficient Multi-Objective Evolutionary Algorithm (2009) (4)
Multiple Instance Multiple Label Learning (2016) (4)
Crossover Operator for Real-Coded Genetic Algorithms (2002) (4)
A linguistic 2-tuple multicriteria decision making model dealing with hesitant linguistic information (2015) (4)
Data Level Preprocessing Methods (2018) (4)
ADOPS: Aspect Discovery OPinion Summarisation Methodology based on deep learning and subgroup discovery for generating explainable opinion summaries (2021) (4)
Studying the behavior of a multiobjective genetic algorithm to design fuzzy rule-based classification systems for imbalanced data-sets (2011) (4)
Multi-instance Regression (2016) (4)
Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns (2022) (4)
Enhancing IPADE Algorithm with a Different Individual Codification (2011) (4)
Cost-Sensitive Learning (2018) (4)
A Multiobjective Genetic Algorithm for Feature Selection and Data Base Learning in Fuzzy-Rule Based Classification Systems (2003) (4)
A First Study on the Use of Boosting for Class Noise Reparation (2016) (4)
Designing optimal harmonic filters in power systems using greedy adaptive Differential Evolution (2016) (4)
On the statistical analysis of the parameters’ trend in a machine learning algorithm (2014) (4)
Smart Data based Ensemble for Imbalanced Big Data Classification (2020) (4)
A Data Mining Software Package Including Data Preparation and Reduction: KEEL (2015) (4)
A First Approach on Big Data Missing Values Imputation (2019) (4)
Framework for the Training of Deep Neural Networks in TensorFlow Using Metaheuristics (2018) (4)
Linguistic Decision Making and Computing with Words (2015) (4)
A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection (2012) (4)
Multiple instance classification: Bag noise filtering for negative instance noise cleaning (2021) (4)
A consistency-driven approach to set personalized numerical scales for hesitant fuzzy linguistic preference relations (2017) (4)
Evolutionary Induction of Descriptive Rules in a Market Problem (2005) (4)
Handling Imbalanced Classification Problems With Support Vector Machines via Evolutionary Bilevel Optimization (2022) (4)
A first approach for cost-sensitive classification with linguistic Genetic Fuzzy Systems in imbalanced data-sets (2010) (4)
Knowledge Base Learning of Linguistic Fuzzy Rule-Based Systems in a Multi-objective Evolutionary Framework (2008) (4)
A study of the scaling up capabilities of stratified prototype generation (2011) (4)
Surveying alignment-free features for Ortholog detection in related yeast proteomes by using supervised big data classifiers (2018) (4)
Information Gathering on the Internet Using a Distributed Intelligent Agent Model with Multi-Granular Linguistic Information (2004) (3)
Solving linear Boolean programming problems with imprecise costs (1992) (3)
Special Issue on "Evolutionary Fuzzy Systems" EFSs (2013) (3)
A Wrapper Evolutionary Approach for Supervised Multivariate Discretization: A Case Study on Decision Trees (2015) (3)
LUNAR: Cellular Automata for Drifting Data Streams (2020) (3)
On the use of Measures of Separability of Classes to Characterise the Domains of Competence of a Fuzzy Rule Based Classification System (2009) (3)
On the Linguistic Approach in Multi-Person Decision Making (1996) (3)
Real‐parameter crossover operators with multiple descendents: An experimental study (2008) (3)
HFER: Promoting Explainability in Fuzzy Systems via Hierarchical Fuzzy Exception Rules (2020) (3)
New Ordering-Based Pruning Metrics for Ensembles of Classifiers in Imbalanced Datasets (2015) (3)
On the Suitability of Fuzzy Rule-Based Classification Systems with Noisy Data (2012) (3)
On the cooperation of interval-valued fuzzy sets and genetic tuning to improve the performance of fuzzy decision trees (2011) (3)
Applying Rule Weight Derivation to Obtain Cooperative Rules (2003) (3)
Group Decision Making with Comparative Linguistic Terms (2012) (3)
Consistency properties for preference relations: T-additive and T-multiplicative transitivity (2004) (3)
Cooperative multi-objective evolutionary support vector machines for multiclass problems (2018) (3)
A Showcase of the Use of Autoencoders in Feature Learning Applications (2019) (3)
Designing a compact Genetic fuzzy rule-based system for one-class classification (2014) (3)
Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation (2022) (3)
A First Study on the Use of Interval-Valued Fuzzy Sets with Genetic Tuning for Classification with Imbalanced Data-Sets (2009) (3)
A New Clustering Algorithm With Preference Adjustment Cost to Reduce the Cooperation Complexity in Large-Scale Group Decision Making (2022) (3)
A Review of Distributed Data Models for Learning (2017) (3)
A Multi-granular Linguistic Hierarchical Model to Evaluate the Quality of Web Site Services (2006) (3)
A feedback process to model consensus in multiperson decision making with different preference representation. (2000) (3)
Optimising real parameters using the information of a mesh of solutions: VMO algorithm (2012) (3)
Design of Experiments in Computational Intelligence: On the Use of Statistical Inference (2008) (3)
Dimensionality Reduction for Imbalanced Learning (2018) (3)
Comparison of KEEL versus open source Data Mining tools : Knime and Weka software Complementary Material for the paper KEEL : Multi-Stage Analysis in Data Mining (2016) (3)
An optimization-based approach to estimate the range of consistency in hesitant fuzzy linguistic preference relations (2016) (3)
A Review on Evolutionary Prototype Selection (2010) (3)
Trust-Consensus Multiplex Networks by Combining Trust Social Network Analysis and Consensus Evolution Methods in Group Decision-Making (2022) (3)
Obtaining accurate TSK Fuzzy Rule-Based Systems by Multi-Objective Evolutionary Learning in high-dimensional regression problems (2013) (3)
Techniques to Improve Multi-Agent Systems for Searching and Mining the Web (2005) (3)
Managing incomplete information in consensus processes (2005) (3)
An Information Theoretic Feature Selection Framework for Big Data under Apache Spark (2016) (3)
The role of national university rankings in an international context: the case of the I-UGR Rankings of Spanish universities (2013) (3)
Analyzing and extending hierarchical systems of linguistic rules (2001) (3)
A First Step to Accelerating Fingerprint Matching Based on Deformable Minutiae Clustering (2018) (3)
Subgroup Discovery with Linguistic Rules (2008) (3)
Genetic Fuzzy Rule-Based Systems Based on the Michigan Approach (2001) (3)
Robust classification of different fingerprint copies with deep neural networks for database penetration rate reduction (2017) (3)
Learning TSK Fuzzy Rule-Based Systems from Approximate Ones by means of MOGUL Methodology (2000) (3)
Adaptive Genetic Algorithms Based on Coevolution with Fuzzy Behaviors Adaptive Genetic Algorithms Based on Coevolution with Fuzzy Behaviors (1998) (3)
Case Studies and Metrics (2016) (3)
An extraction method for the characterization of the Fuzzy Rule Based Classification Systems' behavior using data complexity measures: A case of study with FH-GBML (2010) (3)
Classification of Binary Imbalanced Data Using A Bayesian Ensemble of Bayesian Neural Networks (2015) (3)
Data Sets and Proper Statistical Analysis of Data Mining Techniques (2015) (3)
WoS query partitioner: A tool to retrieve very large numbers of items from the Web of Science using different source-based partitioning approaches (2010) (2)
Guest Editorial Special Section on Fuzzy Systems in Data Science (2017) (2)
Instance-Based Classification Methods (2016) (2)
Evolutionary Induction of Descriptive Fuzzy Rules in a Market Problem (2005) (2)
PROTOTYPE GENERATION FOR NEAREST NEIGHBOR CLASSIFICATION : SURVEY OF METHODS 1 Prototype Generation for Nearest Neighbor Classification : Survey of Methods (2011) (2)
A fuzzy associative classification system with genetic rule selection for high-dimensional problems (2010) (2)
A memetic algorithm using local search chaining for black-box optimization benchmarking 2009 for noisy functions (2009) (2)
Emerging topics and challenges of learning from noisy data in nonstandard classification: a survey beyond binary class noise (2018) (2)
Managing Monotonicity in Classification by a Pruned Random Forest (2015) (2)
A Greedy Randomized Adaptive Search Procedure to the Clustering Problem (2000) (2)
SCI2S at TASS 2018: Emotion Classification with Recurrent Neural Networks (2018) (2)
Study of the Influence of the Local Search Method in Memetic Algorithms for Large Scale Continuous Optimization Problems (2009) (2)
EvoPruneDeepTL: An Evolutionary Pruning Model for Transfer Learning based Deep Neural Networks (2022) (2)
Federated Fuzzy Learning with Imbalanced Data (2021) (2)
A case study on the application of instance selection techniques for Genetic Fuzzy Rule-Based Classifiers (2012) (2)
An Indexing Algorithm Based on Clustering of Minutia Cylinder Codes for Fast Latent Fingerprint Identification (2021) (2)
Big Data: Technologies and Tools (2020) (2)
Distributed Genetic Tuning of Fuzzy Rule-Based Systems (2009) (2)
An interactive support system to aid experts to express consistent preferences. (2006) (2)
TimeSpec4LULC: a global multispectral time series database for training LULC mapping models with machine learning (2022) (2)
Multi-instance Classification (2016) (2)
Improving the OVO performance in Fuzzy Rule-Based Classification Systems by the genetic learning of the granularity level (2015) (2)
MULTICAST: MULTI Confirmation-level Alarm SysTem based on CNN and LSTM to mitigate false alarms for handgun detection in video-surveillance (2021) (2)
Different Proposals to Improve the Accuracy of Fuzzy Linguistic Modeling (2000) (2)
SOUL: Scala Oversampling and Undersampling Library for imbalance classification (2021) (2)
An Information Retrieval System with Weighted Querying Based on Multi-Granular Linguistic Information (2002) (2)
Group decision making with incomplete information. (2005) (2)
A least square support vector machine approach based on bvRNA-GA for modeling photovoltaic systems (2021) (2)
Genetic Lateral and Amplitude Tuning of Membership Functions for Fuzzy Systems (2005) (2)
ALM: A Methodology for Designing Accurate Linguistic Models for Intelligent Data Analysis (1999) (2)
A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms (2011) (2)
Evolutionary Fuzzy Systems: A Case Study in Imbalanced Classification (2016) (2)
Some induced ordered weighting averaging operators to solve decision problems based on fuzzy preference relations. (2003) (2)
Introduction to the Experimental Design in the Data Mining Tool KEEL (2010) (2)
Current issues and future directions in evolutionary fuzzy systems research (2003) (2)
Ant Colony Optimisation: models and applications. (2002) (2)
Applying Memetic algorithm with Improved L-SHADE and Local Search Pool for the 100-digit challenge on Single Objective Numerical Optimization (2019) (2)
Domains of Competence of Artificial Neural Networks Using Measures of Separability of Classes (2009) (2)
T-NORMS vs. IMPLICATION FUNCTIONS AS IMPLICATION OPERATORS IN FUZZY CONTROL (2007) (2)
A tour on big data classification: Selected Computational Intelligence approaches (2015) (1)
Discrete Optimization A taxonomy and an empirical analysis of multiple objective ant colony optimization algorithms for the bi-criteria TSP q (2007) (1)
Data Reduction for Big Data (2020) (1)
Special Issue on Decision Support Systems based on Computing with Words: Applications (2010) (1)
Modeling dynamics of a real-coded CHC algorithm in terms of dynamical probability distributions (2012) (1)
Additive consistency of fuzzy preference relations: characterization and construction. (2003) (1)
On the Usefulness of Interval Valued Fuzzy Sets for Learning Fuzzy Rule Based Classification Systems (2011) (1)
On the Use of Distributed Genetic Algorithms for the Tuning of Fuzzy Rule Based-Systems (2010) (1)
Sentiment Analysis based Multi-person Multi-criteria Decision Making Methodology: Using Natural Language Processing and Deep Learning for Decision Aid (2020) (1)
A Multicriteria Linguistic Decision Making Model Dealing with Comparative Terms (2011) (1)
Soft Computing Techniques in Data Mining (2011) (1)
On the Bidirectional Integration of Genetic Algorithms and Fuzzy Logic (2007) (1)
Fuzzy Clustering Approach forNon-cooperative Behavior Detection inConsensus Reaching Processes (2013) (1)
q 2 -Index: Quantitative and Qualitative Evaluation Based on the Number and Impact of Papers in the (2009) (1)
Influence of fuzzy partition granularity on fuzzy rule-based system behaviour (1999) (1)
Dealing with Hesitant Fuzzy Linguistic Information in Decision Making (2015) (1)
Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III (2010) (1)
Using different transitivity properties to deal with incomplete fuzzy preference relations in group decision making environments (2008) (1)
Additive consistency as a tool to solve group decision making problems (2004) (1)
IFS-CoCo in the Landscape Contest: Description and Results (2010) (1)
New consistency properties for preference relations (2006) (1)
An Approach to Consensus Reaching in Multiperson Decision Making Problems with Incomplete Information (2005) (1)
Big Data Discretization (2020) (1)
Unsupervised Multiple Instance Learning (2016) (1)
A First Study on the Use of Noise Filtering to Clean the Bags in Multi-Instance Classification (2018) (1)
Editorial: Fuzzy Logic and Artificial Intelligence: A Special Issue on Emerging Techniques and Their Applications (2020) (1)
A general procedure to estimate missing values for incomplete fuzzy preference relations (2006) (1)
On the Combination of Pairwise and Granularity Learning for Improving Fuzzy Rule-Based Classification Systems: GL-FARCHD-OVO (2015) (1)
Guest editors' introduction: special issue on fuzzy approaches in preference modelling, decision making and applications (2008) (1)
Analysis of the Performance of a Semantic Interpretability-Based Tuning and Rule Selection of Fuzzy Rule-Based Systems by Means of a Multi-Objective Evolutionary Algorithm (2010) (1)
Big data: Procesando los datos en la sociedad digital (2014) (1)
Preference modeling and applications: EUROFUSE 2001 (2003) (1)
Multi-objective Evolutionary Algorithms in the Automatic Learning of Boolean Queries: A Comparative Study (2007) (1)
Preference modelling and applications: Selected papers from EUROFUSE 2001, Granada (2003) (1)
Making Decisions on Fuzzy Integer Linear Programming Problems (1996) (1)
On the Usefulness of Fuzzy Rule Based Systems Based on Hierarchical Linguistic Fuzzy Partitions (2011) (1)
Enhancing difficult classes in one-vs-one classifier fusion strategy using restricted equivalence functions (2014) (1)
Linguistic Approaches Based on the 2-Tuple Fuzzy Linguistic Representation Model (2015) (1)
Characterisation of implication operators in fuzzy rule based systems from basic properties (1999) (1)
A Universal Representation Framework for Fuzzy Rule-Based Systems Based on PMML (2019) (1)
Genetic Lateral and Amplitude Tuning with Rule Selection for Fuzzy Control of Heating, Ventilating and Air Conditioning Systems (2006) (1)
Non-classical Imbalanced Classification Problems (2018) (1)
A Preliminary Study of the Feasibility of Global Evolutionary Feature Selection for Big Datasets under Apache Spark (2018) (1)
Analysis of the impact of using different diversity functions for the subgroup discovery algorithm NMEEF-SD (2011) (1)
Ensemble-Based Classifiers (2016) (1)
Transformation-Based Classifiers (2016) (1)
MapReduce distributed highly random fuzzy forest for noisy big data (2017) (1)
Group Decision Making Based on the Linguistic 2-Tuple Model in Heterogeneous Contexts (2002) (1)
Ordinal regression with explainable distance metric learning based on ordered sequences (2021) (1)
Special issue on the trends in applied intelligence systems (2011) (1)
Smart Data (2020) (1)
Theory and Methodology Three models of fuzzy integer linear programming (1995) (1)
ON INCOMPATIBILITY RELATIONS AS MODELS OF POTENTIAL CONFLICTS IN KNOWLEDGE BASED SYSTEMS (1991) (1)
Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study (2013) (1)
Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets (2009) (1)
Hybridizing Hierarchical and Weighted Linguistic Rules (2002) (1)
Decision Making in Heterogeneous Context: 2-Tuple Linguistic Based Approaches (2015) (1)
Managing minority opinions in large-scale group decision making based on community detection and group polarization (2022) (1)
An improved multiplicative acceptability consistency-driven group decision making with triangular fuzzy reciprocal preference relations (2023) (1)
Personalised Federated Learning with BERT Fine Tuning. Case Study on Twitter Sentiment Analysis (2022) (1)
Techniques for Designing and RefiningLinguistic Fuzzy Models to Improve Their Accuracy (2002) (1)
A linguistic hierarchical evaluation model for engineering systems (2006) (1)
SCI 2 S at TASS 2018: Emotion Classification with Recurrent Neural Networks. (2018) (1)
SMOTE-RSB*: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory (2011) (1)
Imbalance in Multilabel Datasets (2016) (1)
Slicer: Feature Learning for Class Separability with Least-Squares Support Vector Machine Loss and COVID-19 Chest X-Ray Case Study (2021) (1)
A Short Study on the Use of Genetic 2-Tuples Tuning for Fuzzy Rule Based Classification Systems in Imbalanced Data-Sets (2008) (1)
Learning interpretable multi-class models by means of hierarchical decomposition: Threshold Control for Nested Dichotomies (2021) (1)
A tutorial on ensembles and deep learning fusion with MNIST as guiding thread: A complex heterogeneous fusion scheme reaching 10 digits error (2020) (1)
An Iterative Learning Methodology to Design Hierarchical Systems of Linguistic Rules for Linguistic Modeling (2003) (1)
Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence (2023) (1)
Multicriteria Genetic Tuning for the Optimization and Control of HVAC Systems (2003) (1)
More is not Always Better: Insights from a Massive Comparison of Meta-heuristic Algorithms over Real-Parameter Optimization Problems (2021) (1)
Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization (2022) (1)
Guest editorial "Ant colony optimization : models and applications" (2002) (1)
Imputation of Missing Values Methods ’ Description (2009) (1)
Preserving reciprocity in the aggregation of fuzzy preference relations using OWA operators. (2001) (1)
Constructing fuzzy rule-based systems with the R package “ frbs ” (2013) (1)
Incorporating Knowledge in Evolutionary Prototype Selection (2006) (1)
An IOWA operator based on additive consistency for group decision-making. (2004) (1)
Aggregation Operators for Linguistic Weighted Information Aggregation Operators for Linguistic Weighted Information (1995) (1)
A Multi-Objective Evolutionary Algorithm forRuleSelection and Tuning on FuzzyRule-Based Systems (2007) (0)
Big Data, Smart Data and Imbalanced Classification - Preprocessing, Models and Challenges (2017) (0)
Evolutionary Learning Processesfor Data Analysis in ElectricalEngineering ApplicationsOSCAR CORD ON (1997) (0)
Distance Metric Learning with Prototype Selection for Imbalanced Classification (2021) (0)
<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si6.svg"><mml:mrow><mml:msub><mml:mrow><mml:mtext>TSFE</mml:mtext></mml:mrow><mml:mrow><mml:mi mathvariant="italic">DL</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>: A Python Library for Time Series Spatio-Temporal Feature Extra (2022) (0)
New trends in the fuzzy modeling part I: novel approaches (2006) (0)
Based on Fuzzy Connect ives * (2005) (0)
A classi cation method of alternativesfor multiple preference ordering criteriabased on fuzzy majorityF (2008) (0)
Editorial Message: Special Issue on Hesitant Fuzzy Linguistic Decision Making: Algorithms, Theory and Applications (2018) (0)
An Insight into Bio-inspired and Evolutionary Algorithms for Global Optimization: Review, Analysis, and Lessons Learnt over a Decade of Competitions (2018) (0)
multi-objective evolutionary method for learning granularities ased on fuzzy discretization to improve the accuracy-complexity rade-off of fuzzy rule-based classification systems :-MOFARC algorithm (2014) (0)
Taxonomy of bio-inspired algorithms (2020) (0)
A Study on the Evolution of Fuzzy Sets Based Research in Spain Based on Bibliometric Maps 1 (2008) (0)
Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes (2014) (0)
A Review on the Ant Colony OptimizationMetaheuristi : Basis , Models and New TrendsOs ar Cord on (0)
FUZZY MODELLING OF NONLINEAR SYSTEMS USING ON LINE CLUSTERING METHODS (2007) (0)
Missing data imputation for fuzzy rule-based classification systems (2011) (0)
A Linguistic Decision Process for Evaluating the Installation of an Enterprise Resource Planning System (0)
Improvement to the Cooperative RulesMethodology by Using the Ant Colony SystemAlgorithm (2007) (0)
Genetic Fuzzy Rule-Based Systems Based on the Iterative Rule Learning Approach (2001) (0)
A snapshot on nonstandard supervised learning problems: taxonomy, relationships, problem transformations and algorithm adaptations (2018) (0)
A multi-objective evolutionary algorithm for an effective tuning of fuzzy logic controllers in heating, ventilating and air conditioning systems (2010) (0)
On the statistical analysis of the parameters’ trend in a machine learning algorithm (2014) (0)
Fuzzy rule based classification systems for big data with MapReduce: granularity analysis (2016) (0)
Data Preprocessing [R package smartdata version 1.0.3] (2019) (0)
Monotonic Random Forest with an Ensemble Pruning Mechanism based on the Degree of Monotonicity (2015) (0)
Fuzzy linguistic ranking model for web accessibility test tools (2018) (0)
Learning Accurate TSK Models Based on Local Fuzzy Prototyping (2003) (0)
Implementation of Unsupervised Neural Architectures [R package ruta version 1.1.0] (2019) (0)
Tackling incomparability of fuzzy preferences using self-dual uninorms (2008) (0)
A Preliminary Approach for using Metric Learning in Monotonic Classification (2022) (0)
Instance reduction for one-class classification (2018) (0)
Fingerprint classification with a new deep neural network model: robustness for different captures of the same fingerprints (2017) (0)
Triguero, Isaac and González, Sergio and Moyano, Jose M. and García, Salvador and Alcalá-Fdez, Jesús and Luengo, Julian and Fernández, Alberto and del Jesús, Maria José and Sánchez, Luciano and Herrera, (2017) (0)
Variable mesh optimization for continuous optimization problems (2011) (0)
Analysis of new niching genetic algorithms for finding multiple solutions in the job shop scheduling (2010) (0)
Hybrid laser pointer detection algorithm based on template matching and fuzzy rule-based systems for domotic control in real home environments (2010) (0)
Bag-Based Classification Methods (2016) (0)
Modeling dynamics of a real-coded CHC algorithm in terms of dynamical probability distributions (2011) (0)
Pairwise Ortholog Detection in Related Yeast Species by Using Big Data Supervised Classifications (2015) (0)
OCAPIS: R package for Ordinal Classification and Preprocessing in Scala (2019) (0)
Visualizing Consensus inGroupDecision MakingSituations (2007) (0)
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection (2012) (0)
Consistency of reciprocal fuzzy preference relations (2007) (0)
On the choice of the best imputation methods for missing values considering three groups of classification methods (2011) (0)
Dimensionality Reduction for Big Data (2020) (0)
Genetic learning of accurate TS models based on local fuzzy prototyping (2003) (0)
On the impact of Distance-based Relative Competence Weighting approach in One-vs-One classification for Evolutionary Fuzzy Systems: DRCW-FH-GBML algorithm (2015) (0)
Improving Pairwise Learning Classification in Fuzzy Rule Based Classification Systems Using Dynamic Classifier Selection (2015) (0)
Special issue: Data mining and hybrid intelligent systems (2009) (0)
An insight into the importance of national university rankings in an international context: the case of the I-UGR rankings of Spanish universities (2014) (0)
A Linguistic Information Process in a Distributed Intelligent AgentModel for Information Gathering on the InternetM (2007) (0)
Rankings ISI: la universidad española en la Web of Science. 2001-2010 (2011) (0)
Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition (2012) (0)
Final Thoughts: From Big Data to Smart Data (2020) (0)
Ranking of research output of universities on the basis of the multidimensional prestige of influential fields: Spanish universities as a case of study (2012) (0)
Fast Case-Based Reasoning for Large-Scale Streaming Classification (2017) (0)
Editorial: Preference modeling and applications: EUROFUSE 2001 (2003) (0)
Genetic Tuning on Fuzzy Linguistic 2-Tuples Systems Based on the Representation (2004) (0)
Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and Regulation (2023) (0)
Genetic fuzzy systems for subgroup discovery. Models and applications (2010) (0)
The millet route: understanding a cultural landscape: reactivation strategies for the cultural landscape of Dogon country, Mali (2012) (0)
A Preliminar Analysis of CO 2 RBFN in Imbalanced Problems (2009) (0)
Aggregation of Linguistic InformationBased on a Symbolic (0)
Special issue on hybrid artificial intelligence systems from the HAIS 2017 conference - Editorial (2019) (0)
Adaptation of Genetic AlgorithmParameters Based on Fuzzy LogicControllers ? (2007) (0)
Software and Libraries for Imbalanced Classification (2018) (0)
FINDING FUZZY IDENTIFICATION SYSTEM PARAMETERS USING A NEW DYNAMIC MIGRATION PERIOD-BASED DISTRIBUTED GENETIC ALGORITHM (2009) (0)
Visualizing the Hybridizations between the Fuzzy Logic Field and the Other Soft-Computing Techniques (2008) (0)
Selecting Fuzzy-Ruled Based Classification System with Specific Reasoning Methods Using Genetical Algorithms (2001) (0)
A web consensus support system to deal with GDM problems under incomplete fuzzy preference relations (2007) (0)
Information Fusion: Greetings from the new Editor-in-Chief (2014) (0)
Special Issue SOCO 2017: New trends in soft computing and its application in industrial and environmental problems (2020) (0)
Genetic Tuning Processes (2001) (0)
Tweet Coupling: a social media methodology for clustering scientific publications (2020) (0)
Towards Smart Data Technologies for Big Data Analytics (2020) (0)
Explainable Crowd Decision Making methodology guided by expert natural language opinions based on Sentiment Analysis with Attention-based Deep Learning and Subgroup Discovery (2023) (0)
On the Use of Random Discretization and Dimensionality Reduction in Ensembles for Big Data (2018) (0)
Imperfect Big Data (2020) (0)
A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification (2010) (0)
What do people think about this monument? Understanding negative reviews via deep learning, clustering and descriptive rules (2018) (0)
Conference Report on 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2017) [Conference Reports] (2017) (0)
Guest Editorial: Computational Intelligence for Big Data Analytics (2019) (0)
A selection process to deal with incomplete fuzzy preference relations in a 2-tuple fuzzy linguistic approach (2008) (0)
Survey of New Approaches on Prototype Selection and Generation (2011) (0)
2-tuple fuzzy linguistic perceptions and probabilistic awareness-based heuristics for modeling consumer purchase behaviors (2020) (0)
Big Data Software (2020) (0)
OWG operators that maintain reciprocity in the aggregation of reciprocal multiplicative preference relations (2002) (0)
Other Kinds of Evolutionary Fuzzy Systems (2001) (0)
Genetic Fuzzy Rule-Based Systems Based on the Pittsburgh Approach (2001) (0)
Dealing with ignorance problems in decision making under fuzzy preference relations. (2006) (0)
Contents | Author index | Subject index | Search | Home (2009) (0)
The use of linguistic information in operational research (2001) (0)
A Methodology guided by Decision Trees Ensemble and Smart Data for Imbalanced Big Data (2021) (0)
Revisiting data complexity metrics based on morphology for overlap and imbalance: snapshot, new overlap number of balls metrics and singular problems prospect (2021) (0)
Preprocessing Algorithms for Imbalanced Datasets [R package imbalance version 1.0.2.1] (2020) (0)
Insurance Market Risk Modeling with Hierarchical Fuzzy Rule Based Systems (2002) (0)
Hybridizinggeneticalgorithmswithsharingschemeandevolution strategiesfordesigningapproximatefuzzyrule-basedsystems 1 (2001) (0)
Surveying alignment-free features for Ortholog detection in related yeast proteomes by using supervised big data classifiers (2018) (0)
Dynamic affinity-based classification of multi-class imbalanced data with one-versus-one decomposition: a fuzzy rough set approach (2017) (0)
Decision Making with Unbalanced Linguistic Information (2015) (0)
Construction of consistent fuzzy preference relations using uninorms (2008) (0)
Ed-Tgan: A Methodology on Temporal Generative Gan for Imbalanced Data for Predicting Academic Performance of Students (2022) (0)
Smart Data driven Decision Trees Ensemble Methodology for Imbalanced Big Data (2020) (0)
An insight into imbalanced Big Data classification: outcomes and challenges (2017) (0)
Comprehensive Taxonomies of Nature- and Bio-inspired Optimization: Inspiration Versus Algorithmic Behavior, Critical Analysis Recommendations (2020) (0)
Improving Fuzzy Rule-Based Decision Models by Means of a Genetic 2-Tuples Based Tuning and the Rule Selection (2006) (0)
A multi-objective evolutionary fuzzy system to obtain a broad and accurate set of solutions in intrusion detection systems (2017) (0)
Multiobjective evolutionary induction of subgroup discovery rules in a market problem (2005) (0)
Imbalanced Multi-instance Data (2016) (0)
New trends in fuzzy modeling. part II: applications (2006) (0)
Advances in Artificial Intelligence (2018) (0)
Sentinel2GlobalLULC: A Sentinel-2 RGB image tile dataset for global land use/cover mapping with deep learning (2022) (0)
TimeSpec4LULC: A Global Deep Learning-driven Dataset of MODIS Terra-Aqua Multi-Spectral Time Series for LULC Mapping and Change Detection (2021) (0)
A Preliminar Analysis of CO2RBFN in Imbalanced Problems (2009) (0)
2-Tuple Linguistic Decision Based Applications (2015) (0)
Improving the Performance of FARC-HD in Multi-class Classification Problems Using the One-Versus-One Strategy and an Adaptation of the Inference System (2014) (0)
Action Recognition for Anomaly Detection Using Transfer Learning and Deep Architectures (2022) (0)
Adaptation-Based Classifiers (2016) (0)
A linguistic hierarchical decision making model for evaluating engineering systems (2004) (0)
Small and large scale critical infrastructures detection based on deep learning using high resolution orthogonal images (2021) (0)
An automatic extraction method of the domains of competence for learning classifiers using data complexity measures (2013) (0)
REVEL Framework to measure Local Linear Explanations for black-box models: Deep Learning Image Classification case of study (2022) (0)
Gradual Distributed Real-coded Genetic Algorithms Gradual Distributed Real-coded Genetic Algorithms (1997) (0)
A robust approach for deep neural networks in presence of label noise: relabelling and filtering instances during training (2021) (0)
CONSISTENCY OF HESITANT FUZZY PREFERENCE RELATIONS (2016) (0)
Te hniques for Learning and Tuning Fuzzy Rule-BasedSystems for Linguisti Modeling and their Appli ation (1999) (0)
Multiobjective Evolutionary Pruning of Deep Neural Networks with Transfer Learning for improving their Performance and Robustness (2023) (0)
CI-Dataset and DetDSCI Methodology for Detecting Too Small and Too Large Critical Infrastructures in Satellite Images: Airports and Electrical Substations as Case Study (2021) (0)
Guest Editorial - Computing with Words: Foundations and Applications (2001) (0)
Linguisticdecisionanalysis:stepsforsolvingdecisionproblems underlinguisticinformation (2000) (0)
Our Collaboration with Da (2013) (0)
Sentinel2GlobalLULC: A deep-learning-ready Sentinel-2 RGB image dataset for global land use/cover mapping (2021) (0)
A procedure to estimate missing information in group decision-making with fuzzy linguistic information (2007) (0)
TOP25 articles within the journal: Fuzzy Sets and Systems (2005) (0)
An Experimental Case of Study on the Behavior of Multiple Classifier Systems with Class Noise Datasets (2013) (0)
Quality Data Processing for Deep Learning (2019) (0)
Fuzzy Linguistic Preference Modelling for Group Decision Making (2004) (0)
Guest Editorial: Recent Trends in Intelligent Systems (2017) (0)
Since CEC 2005 competition on real-parameter optimisation: a decade of research, progress and comparative analysis’s weakness (2017) (0)
DESIGNING FUZZY SYSTEMS FOR BIG DATA: CHALLENGES AND OPPORTUNITIES (2016) (0)
Data Mining and Soft Computing (2013) (0)
IMPROVEMENTS TO THE C OR METHODOLOGY BY MEANS OF WEIGHTED FUZZY RULES (2002) (0)

This paper list is powered by the following services:

Other Resources About Francisco Herrera

decsai.ugr.es

What Schools Are Affiliated With Francisco Herrera?

Francisco Herrera is affiliated with the following schools:

Francisco Herrera's Academic­Influence.com Rankings

Francisco Herrera's Degrees

Similar Degrees You Can Earn

Why Is Francisco Herrera Influential?

Francisco Herrera's Published Works

Published Works

Other Resources About Francisco Herrera

What Schools Are Affiliated With Francisco Herrera?

Francisco Herrera's AcademicInfluence.com Rankings