Joshua D. Knowles

Affiliations:
  • University of Manchester, School of Computer Science


According to our database1, Joshua D. Knowles authored at least 97 papers between 2000 and 2021.

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Bibliography

2021
Heterogeneous Objectives: State-of-the-Art and Future Research.
CoRR, 2021

Realistic utility functions prove difficult for state-of-the-art interactive multiobjective optimization algorithms.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Deep Optimisation: Multi-scale Evolution by Inducing and Searching in Deep Representations.
Proceedings of the Applications of Evolutionary Computation, 2021

2018
An Improved and More Scalable Evolutionary Approach to Multiobjective Clustering.
IEEE Trans. Evol. Comput., 2018

Personalized Multiobjective Optimization: An Analytics Perspective (Dagstuhl Seminar 18031).
Dagstuhl Reports, 2018

Deep Optimisation: Solving Combinatorial Optimisation Problems using Deep Neural Networks.
CoRR, 2018

2017
Evolutionary Clustering.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Rapid Skill Capture in a First-Person Shooter.
IEEE Trans. Comput. Intell. AI Games, 2017

Editorial.
Comput. Oper. Res., 2017

Sequential experimentation by evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

On Using Decision Maker Preferences with ParEGO.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

A New Reduced-Length Genetic Representation for Evolutionary Multiobjective Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2017

2016
Generating, Maintaining, and Exploiting Diversity in a Memetic Algorithm for Protein Structure Prediction.
Evol. Comput., 2016

Global Network Cooperation Catalysed by a Small Prosocial Migrant Clique.
Proceedings of the Unconventional Computation and Natural Computation, 2016

The Emergence of Cooperation in Public Goods Games on Randomly Growing Dynamic Networks.
Proceedings of the Applications of Evolutionary Computation - 19th European Conference, 2016

Simheuristics for the Multiobjective Nondeterministic Firefighter Problem in a Time-Constrained Setting.
Proceedings of the Applications of Evolutionary Computation - 19th European Conference, 2016

2015
Multiobjective optimization: When objectives exhibit non-uniform latencies.
Eur. J. Oper. Res., 2015

Understanding Complexity in Multiobjective Optimization (Dagstuhl Seminar 15031).
Dagstuhl Reports, 2015

MUSCLE: automated multi-objective evolutionary optimization of targeted LC-MS/MS analysis.
Bioinform., 2015

Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015

Machine Decision Makers as a Laboratory for Interactive EMO.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2015

How Much Should You Select for Evolvability?
Proceedings of the Thirteenth European Conference Artificial Life, 2015

A Minimal Model for the Emergence of Cooperation in Randomly Growing Networks.
Proceedings of the Thirteenth European Conference Artificial Life, 2015

2014
Population Fluctuation Promotes Cooperation in Networks.
CoRR, 2014

Hellinger Distance Trees for Imbalanced Streams.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

2013
Accuracy and tractability of a kriging model of intramolecular polarizable multipolar electrostatics and its application to histidine.
J. Comput. Chem., 2013

On Handling Ephemeral Resource Constraints in Evolutionary Search.
Evol. Comput., 2013

A Study on Classification in Imbalanced and Partially-Labelled Data Streams.
Proceedings of the IEEE International Conference on Systems, 2013

Comparing multi-objective and threshold-moving ROC curve generation for a prototype-based classifier.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013

Evidence Accumulation in Multiobjective Data Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

'Hang On a Minute': Investigations on the Effects of Delayed Objective Functions in Multiobjective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2013

Predicting skill from gameplay input to a first-person shooter.
Proceedings of the 2013 IEEE Conference on Computational Inteligence in Games (CIG), 2013

Systematic construction of algorithm portfolios for a Maintenance Scheduling Problem.
Proceedings of the IEEE Congress on Evolutionary Computation, 2013

2012
Selected Aspects of Natural Computing.
Proceedings of the Handbook of Natural Computing, 2012

Learning in Multiobjective Optimization (Dagstuhl Seminar 12041).
Dagstuhl Reports, 2012

Clustering Criteria in Multiobjective Data Clustering.
Proceedings of the Parallel Problem Solving from Nature - PPSN XII, 2012

Benchmarks for maintenance scheduling problems in power generation.
Proceedings of the IEEE Congress on Evolutionary Computation, 2012

2011
Evolutionary Search in Lethal Environments.
Proceedings of the ECTA and FCTA 2011, 2011

Policy learning in resource-constrained optimization.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

On Sequential Online Archiving of Objective Vectors.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2011

2010
Evolutionary Clustering.
Proceedings of the Encyclopedia of Machine Learning, 2010

Swarm intelligence theory: A snapshot of the state of the art.
Theor. Comput. Sci., 2010

Predictive models for population performance on real biological fitness landscapes.
Bioinform., 2010

On-Line Purchasing Strategies for an Evolutionary Algorithm Performing Resource-Constrained Optimization.
Proceedings of the Parallel Problem Solving from Nature, 2010

Evolutionary Optimization on Problems Subject to Changes of Variables.
Proceedings of the Parallel Problem Solving from Nature, 2010

Experimental optimization by evolutionary algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

2009
Closed-loop evolutionary multiobjective optimization.
IEEE Comput. Intell. Mag., 2009

Artefacts and biases affecting the evaluation of scoring functions on decoy sets for protein structure prediction.
Bioinform., 2009

Noisy Multiobjective Optimization on a Budget of 250 Evaluations.
Proceedings of the Evolutionary Multi-Criterion Optimization, 5th International Conference, 2009

09041 Working Group on EMO for Robust Multiobjective Optimization (1st Round).
Proceedings of the Hybrid and Robust Approaches to Multiobjective Optimization, 18.01., 2009

2008
The landscape adaptive particle swarm optimizer.
Appl. Soft Comput., 2008

Investigations into the Effect of Multiobjectivization in Protein Structure Prediction.
Proceedings of the Parallel Problem Solving from Nature, 2008

Multiobjectivization by Decomposition of Scalar Cost Functions.
Proceedings of the Parallel Problem Solving from Nature, 2008

Priority Elicitation in the AHP by a Pareto Envelope-Based Selection Algorithm.
Proceedings of the Multiple Criteria Decision Making for Sustainable Energy and Transportation Systems, 2008

Quality Assessment of Pareto Set Approximations.
Proceedings of the Multiobjective Optimization, 2008

Meta-Modeling in Multiobjective Optimization.
Proceedings of the Multiobjective Optimization, 2008

Molecular Structure Elucidation Using Ant Colony Optimization: A Preliminary Study.
Proceedings of the Ant Colony Optimization and Swarm Intelligence, 2008

Introduction: Problem Solving, EC and EMO.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

Modes of Problem Solving with Multiple Objectives: Implications for Interpreting the Pareto Set and for Decision Making.
Proceedings of the Multiobjective Problem Solving from Nature, 2008

2007
An Evolutionary Approach to Multiobjective Clustering.
IEEE Trans. Evol. Comput., 2007

Multiobjective Optimization in Bioinformatics and Computational Biology.
IEEE ACM Trans. Comput. Biol. Bioinform., 2007

Techniques for highly multiobjective optimisation: some nondominated points are better than others.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

2006
Multi-Objective Clustering and Cluster Validation.
Proceedings of the Multi-Objective Machine Learning, 2006

ParEGO: a hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems.
IEEE Trans. Evol. Comput., 2006

Ant-Based Clustering and Topographic Mapping.
Artif. Life, 2006

An Investigation of Representations and Operators for Evolutionary Data Clustering with a Variable Number of Clusters.
Proceedings of the Parallel Problem Solving from Nature, 2006

Semi-supervised feature selection via multiobjective optimization.
Proceedings of the International Joint Conference on Neural Networks, 2006

On semi-supervised clustering via multiobjective optimization.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Quantifying the Effects of Objective Space Dimension in Evolutionary Multiobjective Optimization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 4th International Conference, 2006

Predicting Stochastic Search Algorithm Performance using Landscape State Machines.
Proceedings of the IEEE International Conference on Evolutionary Computation, 2006

2005
Local search for the probabilistic traveling salesman problem: Correction to the 2-p-opt and 1-shift algorithms.
Eur. J. Oper. Res., 2005

Computational cluster validation in post-genomic data analysis.
Bioinform., 2005

A summary-attainment-surface plotting method for visualizing the performance of stochastic multiobjective optimizers.
Proceedings of the Fifth International Conference on Intelligent Systems Design and Applications (ISDA 2005), 2005

Multiobjective Optimization on a Budget of 250 Evaluations.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Exploiting the Trade-off - The Benefits of Multiple Objectives in Data Clustering.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2005

Improvements to the scalability of multiobjective clustering.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

Multiobjective clustering around medoids.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

2004
Evolutionary Multiobjective Clustering.
Proceedings of the Parallel Problem Solving from Nature, 2004

Bounded Pareto Archiving: Theory and Practice.
Proceedings of the Metaheuristics for Multiobjective Optimisation, 2004

2003
Properties of an adaptive archiving algorithm for storing nondominated vectors.
IEEE Trans. Evol. Comput., 2003

On the Performance of Ant-based Clustering.
Proceedings of the Design and Application of Hybrid Intelligent Systems, 2003

Instance Generators and Test Suites for the Multiobjective Quadratic Assignment Problem.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

No Free Lunch and Free Leftovers Theorems for Multiobjective Optimisation Problems.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2003

Strategies for the Increased Robustness of Ant-Based Clustering.
Proceedings of the Engineering Self-Organising Systems, 2003

2002
Local-search and hybrid evolutionary algorithms for Pareto optimization.
PhD thesis, 2002

Enumeration of Pareto optimal multi-criteria spanning trees - a proof of the incorrectness of Zhou and Gen's proposed algorithm.
Eur. J. Oper. Res., 2002

On the Utility of Redundant Encodings in Mutation-Based Evolutionary Search.
Proceedings of the Parallel Problem Solving from Nature, 2002

A Comparison of the Performance of Different Metaheuristics on the Timetabling Problem.
Proceedings of the Practice and Theory of Automated Timetabling IV, 2002

Towards Landscape Analyses to Inform the Design of Hybrid Local Search for the Multiobjective Quadratic Assignment Problem.
Proceedings of the Soft Computing Systems - Design, Management and Applications, 2002

On metrics for comparing nondominated sets.
Proceedings of the 2002 Congress on Evolutionary Computation, 2002

A MAX-MIN Ant System for the University Course Timetabling Problem.
Proceedings of the Ant Algorithms, Third International Workshop, 2002

2001
Reducing Local Optima in Single-Objective Problems by Multi-objectivization.
Proceedings of the Evolutionary Multi-Criterion Optimization, 2001

2000
A new evolutionary approach to the degree-constrained minimum spanning tree problem.
IEEE Trans. Evol. Comput., 2000

Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy.
Evol. Comput., 2000

On the Assessment of Multiobjective Approaches to the Adaptive Distributed Database Management Problem.
Proceedings of the Parallel Problem Solving from Nature, 2000

The Pareto Envelope-Based Selection Algorithm for Multi-objective Optimisation.
Proceedings of the Parallel Problem Solving from Nature, 2000

Heuristics for Evolutionary Off-line Routing in Telecommunication Networks.
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO '00), 2000


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