Advanced Multiobjective Evolutionary Techniques

This cluster focuses on advanced methodologies in multiobjective evolutionary algorithms, including decomposition-based approaches and comparative studies. It looks into various strategies that enhance the performance of these algorithms in solving many-objective optimization challenges.

multiobjective
evolutionary techniques
decomposition methods
comparative studies
many-objective optimization

15,165 papers

Parent topic: Evolutionary Multiobjective Optimization

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Papers Over Time

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Top Papers

MOEA/D: A Multiobjective Evolutionary Algorithm Based On Decomposition

2007 · 7,221 citations

Multiobjective Evolutionary Algorithms: A Comparative Case Study And The Strength Pareto Approach

1999 · 6,353 citations

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints

2014 · 4,739 citations

A Practical Tutorial On The Use Of Nonparametric Statistical Tests As A Methodology For Comparing Evolutionary And Swarm Intelligence Algorithms

2011 · 4,323 citations

Comparison Of Multiobjective Evolutionary Algorithms: Empirical Results

2000 · 4,259 citations

Cuckoo Search Via Lévy Flights

2009 · 4,026 citations

Swarm Intelligence

1999 · 3,872 citations

Reducing The Time Complexity Of The Derandomized Evolution Strategy With Covariance Matrix Adaptation (CMA-ES)

2003 · 1,817 citations

Approximating The Nondominated Front Using The Pareto Archived Evolution Strategy

2000 · 1,744 citations

Multiobjective Evolutionary Algorithms: A Survey Of The State Of The Art

2011 · 1,723 citations

Learning And Optimization Using The Clonal Selection Principle

2002 · 1,706 citations

A Cooperative Approach To Particle Swarm Optimization

2004 · 1,677 citations

Stability Selection

2010 · 1,650 citations

Marine Predators Algorithm: A Nature-Inspired Metaheuristic

2020 · 1,623 citations

An Overview Of Evolutionary Algorithms In Multiobjective Optimization

1995 · 1,617 citations

Ant Colony Optimization And Swarm Intelligence

2004 · 1,580 citations

Krill Herd: A New Bio-Inspired Optimization Algorithm

2012 · 1,530 citations

Evolutionary Algorithms For Solving Multi-Objective Problems

2002 · 1,502 citations

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

2008 · 1,408 citations

Stochastic Ranking For Constrained Evolutionary Optimization

2000 · 1,370 citations