Joshua Knowles | Academic Influence

Joshua Knowles's AcademicInfluence.com Rankings

Joshua Knowles

Computer Science

#7045

World Rank

#7420

Historical Rank

Machine Learning

#2479

World Rank

#2511

Historical Rank

Artificial Intelligence

#2765

World Rank

#2808

Historical Rank

Database

#4106

World Rank

#4270

Historical Rank

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Computer Science

Joshua Knowles's Degrees

Masters Artificial Intelligence University of Oxford

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Joshua Knowles'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

Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy (2000) (2400)
Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry (2011) (1928)
The Pareto archived evolution strategy: a new baseline algorithm for Pareto multiobjective optimisation (1999) (1443)
PESA-II: region-based selection in evolutionary multiobjective optimization (2001) (1042)
ParEGO: a hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems (2006) (975)
The Pareto Envelope-Based Selection Algorithm for Multi-objective Optimisation (2000) (948)
Computational cluster validation in post-genomic data analysis (2005) (919)
A Tutorial on the Performance Assessment of Stochastic Multiobjective Optimizers (2006) (866)
An Evolutionary Approach to Multiobjective Clustering (2007) (646)
On metrics for comparing nondominated sets (2002) (564)
M-PAES: a memetic algorithm for multiobjective optimization (2000) (402)
Reducing Local Optima in Single-Objective Problems by Multi-objectivization (2001) (380)
Development of a robust and repeatable UPLC-MS method for the long-term metabolomic study of human serum. (2009) (367)
A MAX-MIN Ant System for the University Course Timetabling Problem (2002) (314)
Quality Assessment of Pareto Set Approximations (2008) (307)
Properties of an adaptive archiving algorithm for storing nondominated vectors (2003) (306)
Techniques for highly multiobjective optimisation: some nondominated points are better than others (2007) (295)
Multiobjective Optimization in Bioinformatics and Computational Biology (2007) (288)
Evolutionary Computing (1997) (245)
Local-search and hybrid evolutionary algorithms for Pareto optimization (2002) (237)
A Comparison of the Performance of Different Metaheuristics on the Timetabling Problem (2002) (219)
Ant-Based Clustering and Topographic Mapping (2006) (216)
Molecular phenotyping of a UK population: defining the human serum metabolome (2014) (188)
Fifty years of pulsar candidate selection: from simple filters to a new principled real-time classification approach (2016) (184)
Development and performance of a gas chromatography-time-of-flight mass spectrometry analysis for large-scale nontargeted metabolomic studies of human serum. (2009) (173)
Memetic Algorithms for Multiobjective Optimization: Issues, Methods and Prospects (2004) (165)
Insights into the behaviour of systems biology models from dynamic sensitivity and identifiability analysis: a case study of an NF-kappaB signalling pathway. (2006) (159)
A metabolome pipeline: from concept to data to knowledge (2005) (155)
Instance Generators and Test Suites for the Multiobjective Quadratic Assignment Problem (2003) (150)
A summary-attainment-surface plotting method for visualizing the performance of stochastic multiobjective optimizers (2005) (145)
Bounded archiving using the lebesgue measure (2003) (136)
On the Performance of Ant-based Clustering (2003) (135)
Quantifying the Effects of Objective Space Dimension in Evolutionary Multiobjective Optimization (2007) (133)
Closed-loop, multiobjective optimization of analytical instrumentation: gas chromatography/time-of-flight mass spectrometry of the metabolomes of human serum and of yeast fermentations. (2005) (133)
Evolutionary Multiobjective Clustering (2004) (128)
A new evolutionary approach to the degree-constrained minimum spanning tree problem (1999) (128)
Feature subset selection in unsupervised learning via multiobjective optimization (2006) (121)
Exploiting the Trade-off - The Benefits of Multiple Objectives in Data Clustering (2005) (120)
Multiobjective Optimization on a Budget of 250 Evaluations (2005) (116)
Multiobjectivization by Decomposition of Scalar Cost Functions (2008) (114)
Information-theoretic sensitivity analysis: a general method for credit assignment in complex networks (2007) (111)
Multiobjective Problem Solving from Nature: From Concepts to Applications (2008) (110)
Meta-Modeling in Multiobjective Optimization (2008) (107)
Closed-loop, multiobjective optimization of two-dimensional gas chromatography/mass spectrometry for serum metabolomics. (2007) (103)
Local search for the probabilistic traveling salesman problem: Correction to the 2-p-opt and 1-shift algorithms (2005) (103)
Ant-based clustering: a comparative study of its relative performance with respect to k-means, average link and 1d-som (2003) (95)
Towards Landscape Analyses to Inform the Design of Hybrid Local Search for the Multiobjective Quadratic Assignment Problem (2002) (93)
No Free Lunch and Free Leftovers Theorems for Multiobjective Optimisation Problems (2003) (83)
Improvements to the scalability of multiobjective clustering (2005) (74)
Strategies for the Increased Robustness of Ant-Based Clustering (2003) (72)
The landscape adaptive particle swarm optimizer (2008) (69)
On the Utility of Redundant Encodings in Mutation-Based Evolutionary Search (2002) (68)
Efficient discovery of anti-inflammatory small molecule combinations using evolutionary computing (2011) (67)
Analysis of a complete DNA–protein affinity landscape (2010) (67)
The role of modeling in systems biology (2005) (64)
Quantitative assessment of moisture damage for cacao bean quality using two-dimensional gas chromatography combined with time-of-flight mass spectrometry and chemometrics. (2010) (63)
Investigations into the Effect of Multiobjectivization in Protein Structure Prediction (2008) (62)
On Sequential Online Archiving of Objective Vectors (2011) (60)
A comparison of diverse approaches to memetic multiobjective combinatorial optimization (2000) (58)
Multiobjective clustering around medoids (2005) (57)
Closed-loop evolutionary multiobjective optimization (2009) (56)
Some multiobjective optimizers are better than others (2003) (55)
A comparison of encodings and algorithms for multiobjective minimum spanning tree problems (2001) (53)
A local search for the timetabling problem (2002) (52)
Bounded Pareto Archiving: Theory and Practice (2004) (51)
The good of the many outweighs the good of the one: evolutionary multi-objective optimization (2003) (51)
Multi-Objective Clustering and Cluster Validation (2006) (48)
Accuracy and tractability of a kriging model of intramolecular polarizable multipolar electrostatics and its application to histidine (2013) (46)
Advanced Multi-Objective Evolutionary Algorithms Applied to Two Problems in Telecommunications (2000) (43)
On semi-supervised clustering via multiobjective optimization (2006) (42)
Noisy Multiobjective Optimization on a Budget of 250 Evaluations (2009) (39)
An Improved and More Scalable Evolutionary Approach to Multiobjective Clustering (2018) (37)
Generating, Maintaining, and Exploiting Diversity in a Memetic Algorithm for Protein Structure Prediction (2016) (36)
In silico modelling of directed evolution: Implications for experimental design and stepwise evolution. (2009) (32)
Multiobjective optimization: When objectives exhibit non-uniform latencies (2015) (32)
Artefacts and biases affecting the evaluation of scoring functions on decoy sets for protein structure prediction (2009) (32)
Local Search, Multiobjective Optimization and the Pareto Archived Evolution Strategy (1999) (30)
Semi-supervised feature selection via multiobjective optimization (2006) (29)
On the Assessment of Multiobjective Approaches to the Adaptive Distributed Database Management Problem (2000) (28)
Hellinger Distance Trees for Imbalanced Streams (2014) (28)
A Study on Classification in Imbalanced and Partially-Labelled Data Streams (2013) (25)
On Handling Ephemeral Resource Constraints in Evolutionary Search (2013) (25)
Machine Decision Makers as a Laboratory for Interactive EMO (2015) (24)
Cluster generators for large high-dimensional data sets with large numbers of clusters (23)
'Hang On a Minute': Investigations on the Effects of Delayed Objective Functions in Multiobjective Optimization (2013) (23)
Clustering Criteria in Multiobjective Data Clustering (2012) (20)
Priority Elicitation in the AHP by a Pareto Envelope-Based Selection Algorithm (2008) (20)
Multiobjective evolutionary optimisation for surface-enhanced Raman scattering (2010) (19)
Rapid Skill Capture in a First-Person Shooter (2014) (19)
Applications of Soft Computing: Recent Trends (2006) (19)
Enumeration of Pareto optimal multi-criteria spanning trees - a proof of the incorrectness of Zhou and Gen's proposed algorithm (2002) (18)
Benchmark Problem Generators and Results for the Multiobjective Degree-Constrained Minimum Spanning (2001) (18)
Predicting skill from gameplay input to a first-person shooter (2013) (17)
Exploiting Genomic Knowledge in Optimising Molecular Breeding Programmes: Algorithms from Evolutionary Computing (2012) (17)
Understanding Complexity in Multiobjective Optimization (Dagstuhl Seminar 15031) (2015) (17)
Modes of Problem Solving with Multiple Objectives: Implications for Interpreting the Pareto Set and for Decision Making (2008) (16)
On Using Decision Maker Preferences with ParEGO (2017) (14)
Experimental optimization by evolutionary algorithms (2010) (13)
Evolutionary training of artificial neural networks for radiotherapy treatment of cancers (1998) (13)
A Comparative Assessment of Memetic, Evolutionary, and Constructive Algorithms on Multiobjective $d$-MST Problems (2001) (12)
Predictive models for population performance on real biological fitness landscapes (2010) (12)
Evolutionary Optimization on Problems Subject to Changes of Variables (2010) (12)
Simheuristics for the Multiobjective Nondeterministic Firefighter Problem in a Time-Constrained Setting (2016) (12)
Deep Optimisation: Solving Combinatorial Optimisation Problems using Deep Neural Networks (2018) (11)
MUSCLE: automated multi-objective evolutionary optimization of targeted LC-MS/MS analysis (2014) (11)
A Comparative Assessment of Memetic, Evolutionary, and Constructive Algorithms for the Multiobjectiv (1997) (10)
An Investigation of Representations and Operators for Evolutionary Data Clustering with a Variable Number of Clusters (2006) (10)
A {$\cal MAX$}-{$\cal MIN$} Ant System for the University Course Timetabling Problem (2002) (10)
Local search for the probabilistic traveling salesman (2002) (10)
Evolving Neural Networks for Cancer Radiotherapy (2000) (9)
Evidence Accumulation in Multiobjective Data Clustering (2013) (9)
Benchmarks for maintenance scheduling problems in power generation (2012) (9)
A New Reduced-Length Genetic Representation for Evolutionary Multiobjective Clustering (2017) (9)
Systematic construction of algorithm portfolios for a Maintenance Scheduling Problem (2013) (9)
Predicting Stochastic Search Algorithm Performance using Landscape State Machines (2006) (9)
On-Line Purchasing Strategies for an Evolutionary Algorithm Performing Resource-Constrained Optimization (2010) (9)
Introduction: Problem Solving, EC and EMO (2008) (9)
Population Fluctuation Promotes Cooperation in Networks (2014) (8)
Initialization of Bayesian Optimization Viewed as Part of a Larger Algorithm Portfolio (2017) (8)
Multiobjective Prioritisation in the Analytic Hierarchy Process using Evolutionary Computing (2006) (8)
Swarm intelligence theory: A snapshot of the state of the art (2010) (8)
Heterogeneous Objectives: State-of-the-Art and Future Research (2021) (8)
Heuristics for Evolutionary Off-line Routing in Telecommunication Networks (2000) (7)
Policy learning in resource-constrained optimization (2011) (7)
A Minimal Model for the Emergence of Cooperation in Randomly Growing Networks (2015) (5)
Comparing multi-objective and threshold-moving ROC curve generation for a prototype-based classifier (2013) (5)
Studying the Evolvability of of Self-Encoding Genotype-Phenotype Maps (2014) (4)
The Emergence of Cooperation in Public Goods Games on Randomly Growing Dynamic Networks (2016) (4)
Assessing the Performance of the Pareto Archived Evolution Strategy (1999) (4)
Evolutionary Approaches to Off-Line Routing in Backbone Communications Networks (1998) (4)
Realistic utility functions prove difficult for state-of-the-art interactive multiobjective optimization algorithms (2021) (3)
Nature-Inspired Clustering (2015) (3)
Learning in Multiobjective Optimization (Dagstuhl Seminar 12041) (2012) (3)
How Much Should You Select for Evolvability? (2015) (3)
Molecular phenotyping of a UK population: defining the human serum metabolome (2014) (3)
Evolutionary Search in Lethal Environments (2011) (3)
Local search for the probabilistic traveling salesman problem: a proof of the incorrectness of Bertsimas' proposed 2-p-opt and 1-shift algorithms. (2002) (3)
Selected Aspects of Natural Computing (2012) (2)
Applications of Soft Computing: Recent Trends (Advances in Soft Computing) (2006) (2)
Heterogeneous functions (WG3) (2020) (2)
Deep Optimisation: Multi-scale Evolution by Inducing and Searching in Deep Representations (2021) (2)
Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta (2015) (2)
Sequential experimentation by evolutionary algorithms (2018) (2)
Evaluation Data (2010) (2)
Developing Landscape State Machines for Improved Algorithm Performance Prediction (2006) (2)
Editorial: Special Issue on Understanding Complexity in Multiobjective Optimization (2017) (2)
Global Network Cooperation Catalysed by a Small Prosocial Migrant Clique (2016) (2)
Nature-inspired Clustering Approaches (2015) (1)
Molecular Structure Elucidation Using Ant Colony Optimization (2008) (1)
Evolutionary Clustering (2010) (1)
Ephemeral Resource Constraints in Optimization (2015) (1)
Learning in Multiobjective Optimization (2012) (1)
Molecular Structure Elucidation Using Ant Colony Optimization: A Preliminary Study (2008) (1)
Chapter 13 Evolving Neural Networks for Cancer Radiotherapy (2001) (1)
09041 Working Group on EMO for Robust Multiobjective Optimization (1st Round) (2009) (1)
Personalized Multiobjective Optimization: An Analytics Perspective (Dagstuhl Seminar 18031) (2018) (1)
Example-Based Programming (2010) (0)
Evolutionary Feature Synthesis (2010) (0)
Evolutionary Grouping (2010) (0)
Emerging Patterns (2010) (0)
Explanation-Based Generalization for Planning (2010) (0)
Cooperative Multi-Agent Search on Endogenously-Changing Fitness Landscapes (2022) (0)
University of Birmingham Understanding Complexity in Multiobjective Optimization (2015) (0)
A omparison of the performan e of di erentmetaheuristi s on the timetabling problemOlivia (2007) (0)
Deep Optimisation: Transitioning the Scale of Evolutionary Search by Inducing and Searching in Deep Representations (2022) (0)
Meta-Decoders: Self-Reproducing Genotype-Phenotype Maps (2014) (0)
Session details: Track 7: evolutionary multiobjective optimization (2009) (0)
University of Birmingham Population fluctuation promotes cooperation in networks (2015) (0)
Elman Network (2010) (0)
Editorial (2017) (0)
THE ROLE OF MODELING IN SYSTEMS BIOLOGY 3 1 . 1 Philosophical overview (2005) (0)
Expensive optimization with production-graph resource constraints: a first look at a new problem class (2022) (0)
Session details: Track 7: evolutionary multiobjective optimization (2009) (0)
Experience-Based Reasoning (2010) (0)
Nature-inspired approaches to clustering (2006) (0)
Error Squared (2010) (0)
Evaluation Set (2010) (0)
University of Birmingham MUSCLE : automated multi-objective evolutionary optimization of targeted LC-MS/MS analysis (2014) (0)
An Interactive Decision Tree-Based Evolutionary Multi-objective Algorithm (2023) (0)
Evolutionary Constructive Induction (2010) (0)
Edge Prediction (2010) (0)
Error Curve (2010) (0)
Experience Curve (2010) (0)
Estimation of Density Level Sets (2010) (0)
Embodied Evolutionary Learning (2010) (0)
Multiobjective Optimization (2020) (0)
Clustering criteria for use in multiobjective clustering (2012) (0)
Sequential experimentation by evolutionary algorithms (2017) (0)
Special Issue on Evolutionary Multiobjective Optimization - Editorial (2017) (0)
Evolution of Agent Behaviors (2010) (0)
Evolution of Robot Control (2010) (0)
The Assignment of Referees to WSC10 Submissions: An Evolutionary Approach (2006) (0)
52 Selected Aspects of Natural (2012) (0)
Personalized Multiobjective Optimization: An Analytics Perspective (2018) (0)

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www.cs.bham.ac.uk

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