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Genetic Algorithms and Artificial Life

Overview. IntroductionOverview of genetic algorithmsInteraction between learning and evolutionSocial systemsImmune systemsSummary. Introduction. Evolution by natural selection is a central idea in biologyEvolution of artificial systems as an important component of artificial lifeModeling tool

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Genetic Algorithms and Artificial Life

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    1. Genetic Algorithms and Artificial Life Ilan Bronkesh & Noga Amit

    2. Overview Introduction Overview of genetic algorithms Interaction between learning and evolution Social systems Immune systems Summary

    3. Introduction Evolution by natural selection is a central idea in biology Evolution of artificial systems as an important component of artificial life Modeling tool & automated design tool

    4. Introduction (cont) GA - Genetic Algorithms: the most prominent and used models of evolution in artificial life systems Tools of solving practical problems Scientific models of evolutionary processes

    5. Overview of GA 1950s & 1960s – Evolutionary systems used as an optimization tool for engineering “Selection of the fittest” Different types: population-based schemes binary strings

    6. Overview of GA (cont) Later 1960s – “evolution strategies” – first designed to optimize real-valued parameters “evolutionary programming”

    7. Overview of GA (cont) 1960s & 1970s– John Holland had first describe GA as abstraction of biological evolution GA is a method for evolution of populations, using a selection process

    8. Holland Scheme

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