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Genetic algorithm with adaptive elitism-based immigrants for dynamic optimization problems

Published: 08 July 2009 Publication History

Abstract

We propose a genetic algorithm with adaptive elitism-based immigrants which tunes the balance between elitism-based immigrants and random immigrants by itself. Experimental results show that our genetic algorithm with adaptive elitism-based immigrants performs better than that with the elitism-based immigrants for onemax and produces comparable results for royal road and knapsack problems.

Reference

[1]
S. Yang. Genetic algorithms with elitism-based immigrants for changing optimization problems. In Evo Workshops 2007, ages 627--636, 2007.

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  • (2020)Beyond goal-rationality: Traditional action can reduce volatility in socially situated agentsFuture Generation Computer Systems10.1016/j.future.2020.07.033Online publication date: Jul-2020
  • (2010)A novel updating strategy for associative memory scheme in cyclic dynamic environmentsThird International Workshop on Advanced Computational Intelligence10.1109/IWACI.2010.5585215(32-39)Online publication date: Aug-2010

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    cover image ACM Conferences
    GECCO '09: Proceedings of the 11th Annual conference on Genetic and evolutionary computation
    July 2009
    2036 pages
    ISBN:9781605583259
    DOI:10.1145/1569901

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 08 July 2009

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    Author Tags

    1. adaptive elitism-based immigrants
    2. dynamic optimization problems
    3. elitism-based immigrants
    4. genetic algorithms

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    GECCO09
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    GECCO09: Genetic and Evolutionary Computation Conference
    July 8 - 12, 2009
    Québec, Montreal, Canada

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    Overall Acceptance Rate 1,669 of 4,410 submissions, 38%

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    View all
    • (2020)Beyond goal-rationality: Traditional action can reduce volatility in socially situated agentsFuture Generation Computer Systems10.1016/j.future.2020.07.033Online publication date: Jul-2020
    • (2010)A novel updating strategy for associative memory scheme in cyclic dynamic environmentsThird International Workshop on Advanced Computational Intelligence10.1109/IWACI.2010.5585215(32-39)Online publication date: Aug-2010

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