Krzysztof Cios
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Krzysztof Cioscomputer-science Degrees
Computer Science
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Computer Science
Krzysztof Cios's Degrees
- PhD Computer Science University of Warsaw
- Masters Computer Science University of Warsaw
- Bachelors Computer Science University of Warsaw
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Why Is Krzysztof Cios Influential?
(Suggest an Edit or Addition)According to Wikipedia, Krzysztof J. Cios is a Professor and Chair of the Department of Computer Science, School of Engineering, Virginia Commonwealth University , located in Richmond, Virginia. His research is focused on machine learning, data mining, and biomedical informatics.
Krzysztof Cios's Published Works
Published Works
- Uniqueness of medical data mining (2002) (690)
- Data Mining Methods for Knowledge Discovery (1998) (629)
- Data Mining: A Knowledge Discovery Approach (2007) (491)
- CAIM discretization algorithm (2004) (448)
- Impact of HbA1c Measurement on Hospital Readmission Rates: Analysis of 70,000 Clinical Database Patient Records (2014) (290)
- Knowledge discovery approach to automated cardiac SPECT diagnosis (2001) (280)
- Time series forecasting by combining RBF networks, certainty factors, and the Box-Jenkins model (1996) (151)
- SCPRED: Accurate prediction of protein structural class for sequences of twilight-zone similarity with predicting sequences (2008) (147)
- Trends in Data Mining and Knowledge Discovery (2005) (140)
- From the guest editor medical data mining and knowledge discovery (2000) (128)
- Self-Organizing Feature Maps Identify Proteins Critical to Learning in a Mouse Model of Down Syndrome (2015) (114)
- A machine learning method for generation of a neural network architecture: a continuous ID3 algorithm (1992) (104)
- Review of ensembles of multi-label classifiers: Models, experimental study and prospects (2018) (99)
- Advances in neural information processing systems 7 (1997) (99)
- Medical data mining and knowledge discovery. (2000) (98)
- A knowledge discovery approach to diagnosing myocardial perfusion (2000) (79)
- Epileptic seizure detection. (2007) (79)
- Improving sensitivity in shotgun proteomics using a peptide-centric database with reduced complexity: protease cleavage and SCX elution rules from data mining of MS/MS spectra. (2006) (71)
- Hybrid inductive machine learning: an overview of CLIP algorithms (2002) (58)
- CLIP4: Hybrid inductive machine learning algorithm that generates inequality rules (2004) (58)
- Discretization Algorithm that Uses Class-Attribute Interdependence Maximization (2003) (57)
- GAKREM: A novel hybrid clustering algorithm (2008) (56)
- ur-CAIM: improved CAIM discretization for unbalanced and balanced data (2016) (52)
- Semantic Mapping of XML Tags Using Inductive Machine Learning (2002) (50)
- Improved Validation of Peptide MS/MS Assignments Using Spectral Intensity Prediction*S (2007) (50)
- CLIP3: Cover learning using integer programming (1997) (45)
- Highly accurate and consistent method for prediction of helix and strand content from primary protein sequences (2005) (44)
- Highly scalable and robust rule learner: performance evaluation and comparison (2006) (43)
- Multi-objective genetic programming for feature extraction and data visualization (2017) (43)
- A new synaptic plasticity rule for networks of spiking neurons (2006) (38)
- Simultaneous Quantification of Human Cardiac α- and β-Myosin Heavy Chain Proteins by MALDI-TOF Mass Spectrometry (2004) (38)
- Recognition of Partially Occluded and Rotated Images With a Network of Spiking Neurons (2010) (37)
- Prediction of protein secondary structure content for the twilight zone sequences (2007) (36)
- Bayesian learning for cardiac SPECT image interpretation (2002) (36)
- Computational intelligence in solving bioinformatics problems (2005) (33)
- Image Recognition Neural Network: IRNN (1995) (32)
- Using fuzzy sets to diagnose coronary artery stenosis (1991) (30)
- Use of neural networks in detecting cardiac diseases from echocardiographic images (1990) (30)
- Unsupervised Learning: Clustering (2007) (28)
- The Knowledge Discovery Process (2007) (28)
- Human chromosome 21/Down syndrome gene function and pathway database. (2005) (28)
- Issues in automating cardiac SPECT diagnosis (2000) (26)
- Protein annotation from protein interaction networks and Gene Ontology (2011) (25)
- Neural-networks-based adaptive control of flexible robotic arms (1997) (25)
- Fast Class-Attribute Interdependence Maximization (CAIM) Discretization Algorithm (2003) (24)
- Hybrid intelligence system for diagnosing coronary stenosis. Combining fuzzy generalized operators with decision rules generated by machine learning algorithms (1994) (22)
- mi-DS: Multiple-Instance Learning Algorithm (2013) (22)
- Identifying coronary stenosis using an image-recognition neural network (1997) (21)
- Simulating Vertical and Horizontal Inhibition with Short-Term Dynamics in a Multi-column Multi-Layer Model of neocortex (2014) (21)
- An evolutionary approach to build ensembles of multi-label classifiers (2019) (19)
- Key challenges in proteomics and proteoinformatics (2005) (18)
- New synthesis of bayesian network classifiers and cardiac spect image interpretation (1999) (18)
- A novel algorithm for classification of SPECT images of a human heart (1996) (17)
- An algorithm which learns multiple covers via integer linear programming. Part I: the CLILP2 algorithm (1995) (17)
- Effects of Synaptic Depression and Recovery on Synchronous Network Activity (2007) (17)
- Solving graph algorithms with networks of spiking neurons (1999) (16)
- Simultaneous quantification of human cardiac alpha- and beta-myosin heavy chain proteins by MALDI-TOF mass spectrometry. (2004) (16)
- Certainty factors versus Parzen windows as reliability measures in RBF networks (1998) (16)
- Machine learning in the life sciences (2007) (15)
- A Very Simple Spiking Neuron Model That Allows for Modeling of Large, Complex Systems (2008) (15)
- A neuro-fuzzy algorithm for diagnosis of coronary artery stenosis (1996) (14)
- Connectional parameters determine multisensory processing in a spiking network model of multisensory convergence (2011) (14)
- Self-Organization in Networks of Spiking Neurons (2001) (14)
- Data Mining and Knowledge Discovery (1998) (14)
- Networks of spiking neurons in modeling and problem solving (2004) (13)
- Unsupervised Learning: Association Rules (2007) (12)
- Machine Learning Methods Predict Locomotor Response to MK-801 in Mouse Models of Down Syndrome (2011) (12)
- Study of continuous ID3 and radial basis function algorithms for the recognition of glass defects (1991) (12)
- Ensemble of classifiers to improve accuracy of the CLIP4 machine-learning algorithm (2002) (12)
- Ontogenic neuro-fuzzy algorithm: F-CID3 (1997) (11)
- Scalable CAIM discretization on multiple GPUs using concurrent kernels (2014) (11)
- Innovative Methods of Teaching Science and Engineering in Secondary Schools (2006) (11)
- Mining the Cystic Fibrosis Data (2005) (11)
- Innovative Methods of Teaching and Learning Science and Engineering in Middle Schools (2005) (11)
- Machine learning — Neural networks, genetic algorithms, and fuzzy systems: by Hojjat Adeli and Shin-Lin Hung, John Wiley & Sons, 1995. ISBN 0 471-01633-0, 212 pp., US$39.95 (1995) (10)
- Neural networks in detection of coronary artery disease (1989) (10)
- Uniqueness of Medical Data Mining: How the new technologies and data they generate are transforming medicine (2019) (10)
- Deep Neural Networks - A Brief History (2017) (10)
- Sequence-Based Methods for Real Value Predictions of Protein Structure (2008) (10)
- An algorithm which learns multiple covers via integer linear programming. Part II: experimental results and conclusions (1995) (10)
- Image recognition system based on novel measures of image similarity and cluster validity (2008) (9)
- A Bayesian approach for dealing with uncertainties in detection of coronary artery stenosis using a knowledge-based system (1989) (9)
- Neuro-fuzzy algorithms (1997) (9)
- Modeling of Multisensory Convergence with a Network of Spiking Neurons: A Reverse Engineering Approach (2011) (9)
- Combining multi-label classifiers based on projections of the output space using Evolutionary algorithms (2020) (8)
- Feature Extraction and Selection Methods (2007) (8)
- Meta mining system for supervised learning (2003) (8)
- A Hidden Markov Model for Predicting protein Interfaces (2007) (8)
- Prediction of Protein Functions from Protein Interaction Networks: A Naïve Bayes Approach (2008) (8)
- Identification of Ictal and Pre-Ictal States Using RBF Networks with Wavelet-Decomposed EEG (2007) (8)
- Supervised Learning: Decision Trees, Rule Algorithms, and Their Hybrids (2007) (7)
- An introduction to biological and artificial neural networks for pattern recognition: by Steven K. Rogers and Matthew Kabrisky, with contributing authors Dennis W. Ruck and Gregory L. Tarr. SPIE Optical Engineering Press, pp. 220, 1991, ISBN 0-8194-0534-5, $30.00 (1995) (7)
- The WWW Based Data Mining Toolbox Architecture (2003) (7)
- Synthesis of feedforward networks in supremum error bound (2000) (7)
- Structure-Based Document Model with Discrete Wavelet Transforms and Its Application to Document Classification (2008) (7)
- CLusFCM: an Algorithm for Predicting protein Functions Using homologies and protein Interactions (2008) (7)
- An expert system for diagnosis of coronary artery stenosis based on 201Tl scintigrams using the Dempster-Shafer theory of evidence (1990) (7)
- Discovering relational knowledge from two disjoint sets of literatures using inductive Logic Programming (2009) (6)
- Extracting News Sentiment and Establishing Its Relationship with the S&P 500 Index (2015) (5)
- Meta Mining Architecture for Supervised Learning (2004) (5)
- Advances in applications of spiking neuron networks (2000) (5)
- Key challenges in proteomics and proteoinformatics. Progress in proteins. (2005) (5)
- Application of neural networks to prediction of advanced composite structures mechanical response and behavior (1992) (5)
- Biological restraint on the Izhikevich neuron model essential for seizure modeling (2013) (4)
- Generation of Diagnostic Rules via Inductive Machine Learning (1993) (4)
- Design and Testing of a Classification System which Recognizes Coronary Stenosis by Site and Relative Severity, Using Myocardial Tl-201 Scintigrams (1988) (4)
- Inductive machine learning for instrument development (1996) (4)
- A Spatio-Temporal Computer Model of Dynamic Organization Properties of the Adult Primate Somatosensory System (1997) (4)
- A spiking neural network alternative for the analog to digital converter (2010) (4)
- Knowledge Based Intelligent Tutoring System (1989) (4)
- Fast Convergence of Competitive Spiking Neural Networks with Sample-Based Weight Initialization (2020) (4)
- NETWORKS OF SPIKING NEURONS IN DATA MINING (2001) (3)
- Visualization of highly-dimensional data in 3D space (2011) (3)
- ALFS: An Inductive Learning Algorithm (1991) (3)
- Rule-based OneClass-DS learning algorithm (2015) (3)
- Spiking Neurons in Clustering of Diabetic Retinopathy Data (2002) (3)
- Radial basis function network learns ceramic processing and predicts related strength and density (1994) (3)
- A rich analytical environment for flow cytometry experimental results (2006) (3)
- A Neuronal Multisensory Processing Simulator (2010) (3)
- Soft Computing in Design and Manufacturing of Advanced Materials (1993) (3)
- Machine Learning Algorithms Inspired by the Work of Ryszard Spencer Michalski (2010) (3)
- Application of Fuzzy Reasoning for Filtering and Enhancement of Ultrasonic Images (1994) (3)
- Data Mining and Data Visualization (2015) (3)
- CRBA: A Competitive Rate-Based Algorithm Based on Competitive Spiking Neural Networks (2021) (2)
- Validating Models of Epilepsy (2008) (2)
- Self-growing neural network architecture using crisp and fuzzy entropy (1992) (2)
- Structured region growing and recognition algorithm for nondestructive evaluation (1996) (2)
- A comprehensive human chromosome 21 database. (2007) (2)
- Supervised Ontogenic Networks (1996) (2)
- Identification of contaminants in proteomics mass spectrometry data (2003) (2)
- Improved machine learning method for analysis of gas phase chemistry of peptides (2008) (2)
- Neuro-fuzzy Systems (1996) (2)
- Data Mining in Finance: Advances in Relational and Hybrid Methods. Boris Kovalerchuk and Evgenii Vityaev, Kluwer, Dordrecht, 2000, 308 pp., ISBN 0-7923-7804-0 (2001) (2)
- PSIDD3: Post-Scan Ultrasonic Data Display System for the Windows-Based PC Including Fuzzy Logic Analysis (2000) (2)
- Fuzzy Inference, Radial Basis Functions, and Control of Flexible Robotic Manipulators (1993) (2)
- Text association mining with cross-sentence inference, structure-based document model and multi-relational text mining (2009) (2)
- Supervised Learning: Statistical Methods (2007) (2)
- Using fuzzy sets in the prediction of flexural strength and density of silicon nitride ceramics (1994) (2)
- Dual threshold based neural modeling to study systems of spiking neurons (2004) (2)
- SiMCAL 1 algorithm for analysis of gene expression data related to the phosphatidylserine receptor (2005) (2)
- Simulating lesions in multi-layer, multi-columnar model of neocortex (2013) (2)
- Fuzzy sets engineering: By Witold Pedrycz. CRC Press, 1995, pp. 332, ISBN 0-8493-9402-3 (1995) (1)
- Neural networks in the detection of early acute myocardial ischemia from canine echocardiographic radio frequency data (1990) (1)
- Fuzzy sets and knowledge representation issues (1997) (1)
- Tree-Shaped Ensemble of Multi-Label Classifiers using Grammar-Guided Genetic Programming (2020) (1)
- A Comparison of Neural Networks and Fuzzy Logic Methods for Process Modeling (1996) (1)
- Soft computing methods in design of superalloys (1995) (1)
- Identification of Flexible Robotic Manipulators Using Neural Networks (1994) (1)
- The handbook of brain theory and neural networks (1997) (1)
- Multi-column multi-layer computational model of neocortex (2013) (1)
- Proteomic data mining using predicted peptide chromatographic retention times (2007) (1)
- Fuzzy classifier design: Ludmila Kuncheva; Physica-Verlag and Springer, Wurzburg and Berlin, 2000, 315 pp. ISBN 3-7908-1298-6 (2001) (1)
- Fuzzy sets predict flexural strength and density of silicon nitride ceramics (1993) (1)
- Proceedings of the 2003 International Conference on Machine Learning and Applications - ICMLA 2003, June 23-24, 2003, Los Angeles, California, USA (2003) (1)
- Fuzzy neural networks (1997) (1)
- Analysis of EEG Epileptic Signals with Rough Sets and Support Vector Machines (2009) (1)
- Quantitative analysis of proteomics using data mining (2005) (1)
- Proceedings of the 2002 International Conference on Machine Learning and Applications - ICMLA 2002, June 24-27, 2002, Las Vegas, Nevada, USA (2002) (0)
- miDivCon: Framework and method for Multiple Instance Learning (2010) (0)
- Proceedings of ISDA’11 (2011) (0)
- Key Challenges in ProteomicsProteoinformatics (2005) (0)
- Radial basis function network in design and manufacturing of ceramics (1997) (0)
- Ontogenic neuro-fuzzy F-CID3 algorithm (1997) (0)
- Databases, Data Warehouses, and OLAP (2007) (0)
- Leukemia Classification using Cloud based Map-Reduce with K-Nearest Neighbor Classifier Framework (2019) (0)
- Knowledge Discovery Process for Characterization of Materials Failure Mechanism (1999) (0)
- Using genetic algorithms to improve the search of the weight space in cascade-correlation neural network (1995) (0)
- Induced boolean and core neural networks (1997) (0)
- Concepts of Learning, Classification, and Regression (2007) (0)
- Multiple-instance and one-class rule based algorithms (2013) (0)
- Data Security, Privacy and Data Mining (2007) (0)
- A fatigue damage estimator using RBF, backpropagation, and CID4 neural algorithms (1992) (0)
- D1.3 Neuro-fuzzy algorithms (1997) (0)
- Algorithm For A Self-Growing Neural Network (1996) (0)
- Modeling spontaneous bursts in hippocampus (2005) (0)
- Referential logic-based neurons (1997) (0)
- Methods for prediction of protein interfaces and functions (2007) (0)
- Generating Ensembles of Multi-Label Classifiers Using Cooperative Coevolutionary Algorithms (2020) (0)
- Assessment of Data Models (2007) (0)
- Classes of fuzzy neural networks (1997) (0)
- UFace: An Unsupervised Deep Learning Face Verification System (2022) (0)
- Multi-objective genetic programming for feature extraction and data visualization (2015) (0)
- Ontogenic CID3 algorithm for recognition of defects in glass ribbon (1997) (0)
- Quantitative analysis of proteomics using data mining. An automated system for constructing assays quickly and precisely. (2005) (0)
- A Comprehensive Human Chromosome 21 Database A User-Friendly Database Covering This Important Chromosome That Allows Efficient and Effective Use by Researchers from Different Areas of Expertise (2007) (0)
- Identification of cellular automata (1996) (0)
- MT-SNN: Spiking Neural Network that Enables Single-Tasking of Multiple Tasks (2022) (0)
- ur-CAIM: improved CAIM discretization for unbalanced and balanced data (2014) (0)
- Supervised Learning: Neural Networks (2007) (0)
- Machine Learning Algorithms Inspired by the Work of Ryszard Spencer (0)
- Identification of contaminants in MALDI-ToF proteomics spectra via Data Mining (2005) (0)
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