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Abstract: This paper presents simple analytical models of genetic algorithms which are commonly used in multimodal function optimization. The methodology for constructing the models is similar throughout the study. The predictive value of each model is verified by running the corresponding genetic algorithm on various multimodal functions of varying complexity. (Update)
Context of citations to this paper: More
.... aimed at niching are crowding (De Jong, 1975; Mahfoud, 1992) and fitness sharing (Goldberg and Richardson, 1987; Horn, 1993; Mahfoud, 1993). In both of these methods selection is somehow altered to take into account some measure of similarity among individuals. Shortcomings...
.... of Dortmund, 773] University of Exeter, 348] University of Illinois, 217] University of Illinois at Urbana Champaign, [376, 474, 476, 548, 671] University of Karlsruhe, 808] University of Massachusetts, 63] University of Michigan, 100] University of New South Wales,...
Cited by: More
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Genetic Algorithm Difficulty and the Modality of Fitness.. - Horn, Goldberg (1994) (Correct)
An Indexed Bibliography of Genetic Algorithms Papers of 1993 - Jarmo T. Alander (1996) (Correct)
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0.2: Implicit Niching in a Learning Classifier System: Nature's Way - Horn, Goldberg, Deb (1994) (Correct)
0.1: Finite Markov Chain Analysis of Genetic Algorithms with Niching - Horn (1993) (Correct)
0.1: An Indexed Bibliography of Genetic Algorithms - Papers Available.. - Alander (1998) (Correct)
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0.4: Crowding is unlike ordinary masking: Distinguishing feature.. - Palomares (2001) (Correct)
0.4: Crowding Factor In Evolutionary Multi-Agent System For.. - Kisiel-Dorohinicki.. (2001) (Correct)
0.4: Parallel Recombinative Simulated Annealing: A Genetic Algorithm - Mahfoud, Goldberg (1995) (Correct)
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9: Finite Markov chain analysis of genetic algorithms with niching - Horn - 1993
8: Genetic Algorithms in Search (context) - Goldberg - 1989
7: Adaptation in Natural and Artificial Systems (context) - Holland - 1975
BibTeX entry: (Update)
Mahfoud, S. W. (1993). Simple analytical models for genetic algorithms for multimodal function optimization. http://citeseer.ist.psu.edu/mahfoud93simple.html More
@techreport{ mahfoud93simple,
author = "Samir W. Mahfoud",
title = "Simple Analytical Models of Genetic Algorithms for Multimodal Function Optimization",
number = "IlliGAL Report No 93001",
address = "Department of General Engineering, 117 Transportation Building, 104 South Mathews Avenue, Urbana, IL 61801-2996",
year = "1993",
url = "citeseer.ist.psu.edu/mahfoud93simple.html" }
Citations (may not include all citations):209 Genetic algorithms with sharing for multimodal function opti.. (context) - Goldberg, Richardson - 1987
49 Finite Markov chain analysis of genetic algorithms (context) - Goldberg, Segrest - 1987
36 Crowding and preselection revisited - Mahfoud - 1992
34 Genetic algorithms in multimodal function optimization (context) - Deb - 1989
27 Adaptive search using simulated evolution (context) - Cavicchio - 1970
21 Massive multimodality (context) - Goldberg, Deb et al. - 1992
17 Genetic invariance: a new paradigm for genetic algorithm des.. - Culberson - 1992
15 A genetic algorithm for parallel simulated annealing (context) - Mahfoud, Goldberg - 1992
13 Parallel Problem Solving From Nature (context) - Manner, Manderick
6 An analysis of Boltzmann tournament selection (context) - Mahfoud - 1991
The graph only includes citing articles where the year of publication is known.
Documents on the same site (http://gal4.ge.uiuc.edu/pub/papers/IlliGALs/): More
Toward a Mechanics of Conceptual Machines - Goldberg (1995) (Correct)
Learning Gene Linkage to Efficiently Solve Problems of Bounded.. - Harik (1997) (Correct)
Genetic Algorithms with Dynamic Niche Sharing for Multimodal.. - Brad Miller (1996) (Correct)
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