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By Peter J. Bentley (auth.), Pierre Collet, Cyril Fonlupt, Jin-Kao Hao, Evelyne Lutton, Marc Schoenauer (eds.)

ISBN-10: 3540435441

ISBN-13: 9783540435440

The Evolution Arti?cielle cycle of meetings used to be initially initiated as a discussion board for the French-speaking evolutionary computation group. earlier EA m- tings have been held in Toulouse (EA’94), Brest (EA’95, LNCS 1063), Nˆ?mes (EA’97, LNCS 1363), Dunkerque (EA’99, LNCS 1829), and ?nally, EA 2001 was once hosted through the Universit´e de Bourgogne within the small city of Le Creusot, in a space of France well known for its very good wines. besides the fact that, the EA meetings were receiving progressively more papers from the overseas neighborhood: this convention might be thought of totally internat- nal, with 39submissions from non-francophonic international locations on all ?ve continents, out of a complete of sixty eight. Out of those sixty eight papers, simply 28 have been offered orally (41%) end result of the formulation of the convention (single consultation with displays of half-hour) that each one members appear to have fun with much. The Organizing Committee needs to thank the individuals of the overseas application Committee for his or her exertions (mainly a result of huge variety of submissions) and for the provider they rendered to the neighborhood through making sure the excessive scienti?c content material of the papers offered. truly, the general caliber of the papers provided was once very excessive and all 28 displays are integrated during this quantity, grouped in eight sections which roughly re?ect the association of the oral consultation: 1. Invited Paper: P. Bentley gave an excellent speak on his classi?cation of int- disciplinary collaborations, and confirmed us a few of his paintings with musicians and biologists.

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They include diversity measures in both genotypic space and phenotypic space. , [1]). Genotypic measures are much more common. , [3]). Pair-wise Hamming distance H of P strings of length L is defined as: j=P −1 j =P H= i=L ( j=1 |yij − yij |) (1) j =j+1 i=1 where yij , yij ∈ {0, 1} and the generalized notation, k=M −1 k =M f (xk , xk ) k=1 k =k+1 P. Collet et al. ): EA 2001, LNCS 2310, pp. 31–41, 2002. W. A. De Jong is the sum of the results of the application of f (xk , xk ) to all pair-wise combinations the members xk and xk of a given population of size M .

Figure 6 provides the sum of the pair-wise distances of each column, and Figure 7 provides the sum of the variances of each column. As can be seen in Figure 3, the population has lost nearly all of its diversity by generation 16. The three diversity measures provide somewhat different views of this loss of diversity, with the column variances (Figure 7) most clearly indicating population convergence, while the low-order bit differences cause the genotypic space pair-wise Hamming distance measure (Figure 5) to indicate more diversity than is present in phenotypic space.

Of the second Int. Conf. on Genetic Algorithms, pages 41–49, Hillsdale, NJ, 1987. Lawrence Erlbaum Assoc. 2. Kalyanmoy Deb and David E. Goldberg. An investigation of niche and species formation in genetic function optimization. In James D. Schaffer, editor, Proc. of the Third Int. Conf. on Genetic Algorithms, pages 42–50, San Mateo, CA, 1989. Morgan Kaufmann. 3. Carlos M. Fonseca and Peter J. Fleming. An overview of evolutionary algorithms in multiobjective optimization. Evolutionary Computation, 3(1):1–16, 1995.

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Artificial Evolution: 5th International Conference, Evolution Artificielle, EA 2001 Le Creusot, France, October 29–31, 2001 Selected Papers by Peter J. Bentley (auth.), Pierre Collet, Cyril Fonlupt, Jin-Kao Hao, Evelyne Lutton, Marc Schoenauer (eds.)


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