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A Genetic Algorithm Tutorial (1994)

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by Darrell Whitley
Venue:Statistics and Computing
Citations:192 - 5 self
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BibTeX

@ARTICLE{Whitley94agenetic,
    author = {Darrell Whitley},
    title = {A Genetic Algorithm Tutorial},
    journal = {Statistics and Computing},
    year = {1994},
    volume = {4},
    pages = {65--85}
}

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Abstract

This tutorial covers the canonical genetic algorithm as well as more experimental forms of genetic algorithms, including parallel island models and parallel cellular genetic algorithms. The tutorial also illustrates genetic search byhyperplane sampling. The theoretical foundations of genetic algorithms are reviewed, include the schema theorem as well as recently developed exact models of the canonical genetic algorithm.

Citations

6071 Genetic Algorithms - Goldberg - 1989
1639 Genetic algorithms + Data Structures = Evolution Programs - Michalewicz - 1989
982 Handbook of Genetic Algorithms - Davis, Mitchell - 1991
737 An analysis of the behavior of a class of genetic adaptive systems. Doctoral Dissertation - Jong - 1975
574 Evolutionsstrategie: Optimierung technischer Systeme nach Prinzipien der biologischen Evolution (Frommann-Holzboog - Rechenberg - 1973
538 Artificial Intelligence Through Simulated Evolution - Fogel, Owens, et al. - 1966
474 Uniform crossover in genetic algorithms - Syswerda - 1989
442 Numerical optimization of computer models - Schwefel - 1981
402 Co-Evolving Parasites Improve Simulated Evolution as an Optimization Procddure”, physics D 42 - Hillis - 1990
339 K.: A comparative analysis of selection schemes used in genetic algorithms. Foundations of Genetic Algorithms - Goldberg, Deb - 1991
330 Optimization of Control Parameters for Genetic Algorithms - Grefenstette - 1986
214 A connectionist machine for genetic hillclimbing - Ackley - 1987
190 A survey of evolution strategies - Back, Schwefel - 1991
187 Distributed genetic algorithms - Tanese - 1989
172 Adaptive selection methods for genetic algorithms - Baker - 1985
170 M: Modeling genetic algorithms with markov chains - Nix, Vose - 1992
128 Fine-Grained Parallel Genetic Algorithms - Manderik, Spiessens - 1989
121 Selection in Massively Parallel Genetic Algorithms - Collins, Jefferson - 1991
112 Simple Genetic Algorithms and the Minimal Deceptive - Goldberg - 1987
105 How genetic algorithms work: A critical look at implicit parallelism - GREFENSTETTE, BAKER - 1989
104 Evolution in time and space - the parallel genetic algorithm - Muhlenbein - 1991
101 Genetic algorithms for real parameter optimization. In Foundation of Genetic Algorithms - Wright
90 Fundamental Principles of Deception in Genetic Search. Foundation of Genetic Algorithms - Whitley - 1991
79 GenJtor: A different genetic algorithm - V'hitley, Kauth - 1988
74 A study of reproduction in generational and steady-state genetic algorithms - Syswerda - 1991
71 Real-coded genetic algorithms and interval schemata - Schaffer, Eshelman - 1993
70 A naturally occurring niche and species phenomenon: the model and "rst results - Davidor - 1991
69 Genetic Algorithms in Noisy Environments - Fitzpatrick, Grefenstette - 1988
68 GENITOR-II: a distributed genetic algorithm - Whitley, Starkweather - 1990
66 A New Interpretation of Schema Notation that Overturns the Binary Encoding Constraint - Antonisse - 1989
66 Evolutionsstrategie und numerische optimierung - Schwefel - 1975
59 Adaptation - Holland - 1992
59 Optimization Using Distributed Genetic Algorithms - Starkweather, Whitley, et al. - 1991
54 An executable model of a simple genetic algorithm - Whitley - 1993
51 A note on boltzmann tournament selection for genetic algorithms and population-oriented simulated annealing - Goldberg - 1990
48 Improving search in genetic algorithms - Booker
41 Explicit Parallelism of Genetic Algorithms Trough Population Structures - Gorges-Schleuter - 1991
40 Cellular genetic algorithms - Whitley - 1993
28 Arti cial Intelligence through Simulated Evolution - Fogel, Owens, et al. - 1966
26 An Analysis of a Reordering Operator on a GA-Hard Problem - Goldberg, Bridges - 1990
25 An analysis of reproduction and crossover in a binary-coded genetic algorithm - Bridges, Goldberg - 1987
23 Genitor: A di erent genetic algorithm - Whitley - 1988
20 The GENITOR Algorithm and Selective Pressure - Whitley - 1989
20 Artificial Intelligence, Third Edition - Winston - 1992
14 Reducing Bias and Inefficiency - Baker - 1987
12 Representation Issues in Genetic Algorithms - Liepins, Vose - 1990
11 An Analysis of Multi-Point Crossover, Foundations of Genetic Algorithms - Spears, Jong - 1991
11 The theory of virtual alphabets - Goldberg - 1991
10 D.: Modeling simple genetic algorithms, Foundations of genetic algorithms - Vose - 1993
9 Deception considered harmful. Foundations of Genetic Algorithms 2,Morgan Kaufmann - Grefenstette - 1993
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