%0 Conference Paper %1 Loshchilov:2011:PEM:1987637.1987641 %A Loshchilov, Ilya %A Schoenauer, Marc %A Sebag, Michèle %B Proceedings of the 6th International Conference on Evolutionary Multi-criterion Optimization %C Berlin, Heidelberg %D 2011 %I Springer-Verlag %K cma masterbib multiobjective parents %P 31--45 %T Not All Parents Are Equal for MO-CMA-ES %U http://dl.acm.org/citation.cfm?id=1987637.1987641 %X The Steady State variants of the Multi-Objective Covariance Matrix Adaptation Evolution Strategy (SS-MO-CMA-ES) generate one offspring from a uniformly selected parent. Some other parental selection operators for SS-MO-CMA-ES are investigated in this paper. These operators involve the definition of multi-objective rewards, estimating the expectation of the offspring survival and its Hypervolume contribution. Two selection modes, respectively using tournament, and inspired from the Multi-Armed Bandit framework, are used on top of these rewards. Extensive experimental validation comparatively demonstrates the merits of these new selection operators on unimodal MO problems. %@ 978-3-642-19892-2

@inproceedings{Loshchilov:2011:PEM:1987637.1987641, abstract = {The Steady State variants of the Multi-Objective Covariance Matrix Adaptation Evolution Strategy (SS-MO-CMA-ES) generate one offspring from a uniformly selected parent. Some other parental selection operators for SS-MO-CMA-ES are investigated in this paper. These operators involve the definition of multi-objective rewards, estimating the expectation of the offspring survival and its Hypervolume contribution. Two selection modes, respectively using tournament, and inspired from the Multi-Armed Bandit framework, are used on top of these rewards. Extensive experimental validation comparatively demonstrates the merits of these new selection operators on unimodal MO problems.}, acmid = {1987641}, added-at = {2014-06-11T19:13:41.000+0200}, address = {Berlin, Heidelberg}, author = {Loshchilov, Ilya and Schoenauer, Marc and Sebag, Mich\`{e}le}, biburl = {https://www.bibsonomy.org/bibtex/26e4447f05529e8fce56590d1e47289a9/marcioweck}, booktitle = {Proceedings of the 6th International Conference on Evolutionary Multi-criterion Optimization}, description = {Not all parents are equal for MO-CMA-ES}, interhash = {2fdc249748b26ab29c1f794fbde55e58}, intrahash = {6e4447f05529e8fce56590d1e47289a9}, isbn = {978-3-642-19892-2}, keywords = {cma masterbib multiobjective parents}, location = {Ouro Preto, Brazil}, numpages = {15}, pages = {31--45}, publisher = {Springer-Verlag}, series = {EMO'11}, timestamp = {2014-06-11T19:13:41.000+0200}, title = {Not All Parents Are Equal for MO-CMA-ES}, url = {http://dl.acm.org/citation.cfm?id=1987637.1987641}, year = 2011 }