Parameter Control in Evolutionary Algorithms

by: Ágoston E Eiben, Robert Hinterding, Zbigniew Michalewicz

IEEE Transactions on Evolutionary Computation, Vol. 3, No. 2. (July 1999), pp. 124-141.

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Abstract

The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary computation: It has a potential of adjusting the algorithm to the problem while solving the problem. In this paper we (1) revise the terminology, which is unclear and confusing, thereby providing a classification of such control mechanisms and (2) survey various forms of control which have been studied by the evolutionary...

@article{citeulike:445786, abstract = {The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary computation: It has a potential of adjusting the algorithm to the problem while solving the problem. In this paper we (1) revise the terminology, which is unclear and confusing, thereby providing a classification of such control mechanisms and (2) survey various forms of control which have been studied by the evolutionary...}, author = {Eiben, \'{A}goston E. and Hinterding, Robert and Michalewicz, Zbigniew }, citeulike-article-id = {445786}, journal = {IEEE Transactions on Evolutionary Computation}, keywords = {evolutionary-computation, metaheuristic, parameter-control, parameter-setting}, month = {July}, number = {2}, pages = {124--141}, posted-at = {2008-06-13 22:29:17}, priority = {0}, title = {Parameter Control in Evolutionary Algorithms}, url = {http://citeseer.ist.psu.edu/621012.html}, volume = {3}, year = {1999} }

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TY - JOUR ID - citeulike:445786 L3 - citeulike-article-id:445786 TI - Parameter Control in Evolutionary Algorithms JF - IEEE Transactions on Evolutionary Computation VL - 3 IS - 2 SP - 124 EP - 141 N2 - The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary computation: It has a potential of adjusting the algorithm to the problem while solving the problem. In this paper we (1) revise the terminology, which is unclear and confusing, thereby providing a classification of such control mechanisms and (2) survey various forms of control which have been studied by the evolutionary... KW - evolutionary-computation KW - metaheuristic KW - parameter-control KW - parameter-setting AU - Eiben, Ágoston AU - Hinterding, Robert AU - Michalewicz, Zbigniew PY - 1999/07// UR - http://citeseer.ist.psu.edu/621012.html ER -

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