Increasing the serial and the parallel performance of the CMA-evolution strategy with large populations

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2439, Issue , 2002, Pages 422-431

  Müller, Sibylle D ^a   Hansen, Nikolaus ^b   Koumoutsakos, Petros ^a  

^a ETH ZURICH   (Switzerland)

^b TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

POPULATION STATISTICS;

COVARIANCE MATRIX ADAPTATION; EVOLUTION STRATEGIES; LARGE POPULATION; PARALLEL PERFORMANCE; POPULATION SIZES; SMALL POPULATION; SPEED UP;

COVARIANCE MATRIX;

EID: 84944312119     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-45712-7_41     Document Type: Conference Paper

References (5)

1. Bäck, T., Hammel, U., and Schwefel, H.-P. (1997). Evolutionary computation: Comments on the history and current state. IEEE Transactions on Evolutionary Computation, 1(1):3–17.
2. Hansen, N. (1998). Verallgemeinerte individuelle Schrittweitenregelung in der Evolutionsstrategie. Eine Untersuchung zur entstochastisierten, koordinatensystemunabhängigen Adaptation der Mutationsverteilung. Mensch und Buch Verlag, Berlin. ISBN 3-933346-29-0.
3. Hansen, N. and Ostermeier, A. (1997). Convergence properties of evolution strategies with the derandomized covariance matrix adaptation: The (μ/μI, λ)-CMA-ES. In Zimmermann, H.-J., editor, EUFIT’97, 5th Europ. Congr. on Intelligent Techniques and Soft Computing, Proceedings, pages 650–654, Aachen, Germany. Verlag Mainz.
4. Hansen, N. and Ostermeier, A. (2001). Completely derandomized self-adaptation in evolution strategies. Evolutionary Computation, 9(2):159–195.
5. Schwefel, H.-P. (1995). Evolution and Optimum Seeking. Sixth- Generation Computer Technology Series. John Wiley & Sons Inc., New York.