Who Cited It

Parameter control in evolutionary algorithms

1999 · IEEE Transactions on Evolutionary Computation · 1,971 citations · 7 from inside this corpus

A. E. Eiben, Robert Hinterding low, Zbigniew Michalewicz

The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary computation: it has a potential of adjusting the algorithm to the problem while solving the problem. In the paper we: 1) revise the terminology, which is unclear and confusing, thereby providing a classification of such control mechanisms, and 2) survey various forms of control which have been studied by the evolutionary computation community in recent years. Our classification covers the major forms of parameter control in evolutionary computation and suggests some directions for further research.

Parameter control in evolutionary algorithms (1999)Parameter control in evolutio…Genetic algorithms in search, optimization, and machine learning (1989)Genetic algorithms in search,…Genetic Algorithms in Search, Optimization and Machine Learning (1988)Genetic Algorithms in Search,…No free lunch theorems for optimization (1997)No free lunch theorems for op…Genetic Programming: On the Programming of Computers by Means of Natural Selection (1992)Genetic Programming: On the P…Genetic Algorithms + Data Structures = Evolution Programs (1992)Genetic Algorithms + Data Str…Handbook of Genetic Algorithms (1991)Handbook of Genetic AlgorithmsEvolutionary Algorithms in Theory and Practice (1996)Evolutionary Algorithms in Th…Handbook of Evolutionary Computation (1997)Handbook of Evolutionary Comp…Adaptive probabilities of crossover and mutation in genetic algorithms (1994)Adaptive probabilities of cro…Evolutionary algorithms in theory and practice (1996)Evolution and Optimum Seeking (1995)Evolution and Optimum SeekingEvolutionary Algorithms for Constrained Parameter Optimization Problems (1996)Evolutionary Algorithms for C…*13 Simulated Annealing and Boltzmann Machines (1993)*13 Simulated Annealing and B…Practical Genetic Algorithms (2003)Practical Genetic AlgorithmsJADE: Adaptive Differential Evolution With Optional External Archive (2009)JADE: Adaptive Differential E…Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimizati… (2008)Differential Evolution Algori…Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numeri… (2006)Self-Adapting Control Paramet…Evolution strategies – A comprehensive introduction (2002)Evolution strategies – A comp…Opposition-Based Differential Evolution (2008)Opposition-Based Differential…Differential Evolution With Composite Trial Vector Generation Strategies and Control Para… (2011)Differential Evolution With C…
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What this paper cites, inside the corpus

PaperYearCited
Genetic algorithms in search, optimization, and machine learning198949,344
Genetic Algorithms in Search, Optimization and Machine Learning198817,777
No free lunch theorems for optimization199714,234
Genetic Programming: On the Programming of Computers by Means of Natural Selection199213,277
Genetic Algorithms + Data Structures = Evolution Programs199211,619
Handbook of Genetic Algorithms19917,316
Evolutionary Algorithms in Theory and Practice19964,330
Handbook of Evolutionary Computation19973,013
Adaptive probabilities of crossover and mutation in genetic algorithms19942,519
Evolutionary algorithms in theory and practice19962,319
Evolution and Optimum Seeking19952,202
Evolutionary Algorithms for Constrained Parameter Optimization Problems19961,715
*13 Simulated Annealing and Boltzmann Machines19931,657

What cites it, inside the corpus

PaperYearCited
Practical Genetic Algorithms20034,249
JADE: Adaptive Differential Evolution With Optional External Archive20093,744
Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimizati…20083,630
Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numeri…20063,081
Evolution strategies – A comprehensive introduction20022,784
Opposition-Based Differential Evolution20081,622
Differential Evolution With Composite Trial Vector Generation Strategies and Control Para…20111,434

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DOI · Open access copy · OpenAlex record

Topics

Evolutionary Algorithms and ApplicationsComputer Science
Metaheuristic Optimization Algorithms ResearchComputer Science
Advanced Multi-Objective Optimization AlgorithmsComputer Science

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