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Comparison of Multiobjective Evolutionary Algorithms: Empirical Results (2000)  (Make Corrections)  (99 citations)
Eckart Zitzler, Kalyanmoy Deb, Lothar Thiele
Evolutionary Computation



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Abstract: In this paper, we provide a systematic comparison of various evolutionary approaches to multiobjective optimization using six carefully chosen test functions. Each test function involves a particular feature that is known to cause difficulty in the evolutionary optimization process, mainly in converging to the Pareto-optimal front (e.g., multimodality and deception). By investigating these different problem features separately, it is possible to predict the kind of problems to which a certain... (Update)

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BibTeX entry:   (Update)

E. Zitzler, K. Deb, and L. Thiele, "Comparison of multiobjective evolutionary algorithms: Empirical results," Tech. Rep. 70, Computer Engineering and Networks Laboratory (TIK), Swiss Federal Institute of Technology (ETH) Zurich, Gloriastrasse 35, CH-8092 Zurich, Switzerland, February 1999. http://citeseer.ist.psu.edu/zitzler00comparison.html   More

@article{ zitzler99comparison,
	Author = {Eckart Zitzler and Kalyanmoy Deb and Lothar Thiele},
	Journal = {Evolutionary Computation},
	Number = {2},
	Pages = {173--195},
	Title = {Comparison of Multiobjective Evolutionary Algorithms: Empirical Results},
	Url = {citeseer.ist.psu.edu/zitzler00comparison.html},
	Url = {http://citeseer.ist.psu.edu/zitzler00comparison.html},
	Volume = {8},
	Year = {2000} }
Citations (may not include all citations):
2138   Genetic Algorithms in Search (context) - Goldberg - 1989
209   Genetic algorithms with sharing for multimodal function opti.. (context) - Goldberg, Richardson - 1987  ACM
191   An overview of evolutionary algorithms in multiobjective opt.. - Fonseca, Fleming - 1995  DBLP
162   Genetic algorithms for multiobjective optimization: Formulat.. - Fonseca, Fleming - 1993
148   An investigation of niche and species formation in genetic f.. (context) - Deb, Goldberg - 1989  ACM   DBLP
142   Multiple Objective Optimization with Vector Evaluated Geneti.. (context) - Schaffer - 1984  ACM   DBLP
142   Multiple objective optimization with vector evaluated geneti.. (context) - Schaffer - 1985  ACM   DBLP
133   Multiobjective optimization using nondominated sorting in ge.. - Srinivas, Deb - 1994  DBLP
127   A niched pareto genetic algorithm for multiobjective optimiz.. - Horn, Nafpliotis et al. - 1994  DBLP
104   Evolutionary Algorithms for Multiobjective Optimization: Met.. - Zitzler - 1999
91   A comprehensive survey of evolutionary-based multiobjective .. - Coello - 1999
67   Multiobjective optimization and multiple constraint handling.. - Fonseca, Fleming - 1998
52   Evolutionary Algorithms in Theory and Practice (context) - ack - 1996
46   Genetic search strategies in multicriterion optimal design (context) - Hajela, Lin - 1992
44   Multi-objective genetic algorithms: Problem difficulties and.. - Deb - 1999  DBLP
37   Multi-objective genetic local search algorithm (context) - Ishibuchi, Murata - 1996  DBLP
36   Multiobjective optimization using evolutionary algorithms --.. - Zitzler, Thiele - 1998
36   the performance assessmentand comparison of stochastic multi.. (context) - Fonseca, Fleming - 1996
36   Compaction of symbolic layout using genetic algorithms (context) - Fourman - 1985  ACM   DBLP
33   Selective breeding in a multiobjective genetic algorithm (context) - Parks, Miller - 1998  ACM   DBLP
28   a multi-objective evolutionary algorithm and its convergence.. - Rudolph - 1998
17   A spatial predator-prey approach to multiobjective optimizat.. - Laumanns, Rudolph et al. - 1998
16   Multiobjective evolutionary algorithm research: A history an.. (context) - Van Veldhuizen, Lamont
14   A non-generational genetic algorithm for multiobjective opti.. - on, Uresti-Charre - 1997  DBLP
13   Design space exploration using the genetic algorithm (context) - Esbensen, Kuh - 1996
13   Tournament selection (context) - Oei, Goldberg et al. - 1991
11   Niching and elitist models for mogas (context) - Obayashi, Takahashi et al. - 1998  ACM   DBLP
1   A variant of evolution strategies for vector optimization (context) - Multiobjective, Kursawe - 1991  ACM   DBLP



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