MOPED swMATH ID: 2388 Software Authors: Costa, Mario; Minisci, Edmondo Description: An evolutionary multi-objective optimization tool based on an estimation of distribution algorithm is proposed. The algorithm uses the ranking method of non-dominated sorting genetic algorithm-II and the Parzen estimator to approximate the probability density of solutions lying on the Pareto front. The proposed algorithm has been applied to different types of test case problems and results show good performance of the overall optimization procedure in terms of the number of function evaluations. An alternative spreading technique that uses the Parzen estimator in the objective function space is proposed as well. When this technique is used, achieved results appear to be qualitatively equivalent to those previously obtained by adopting the crowding distance described in non-dominated sorting genetic algorithm-II. Homepage: http://www.springerlink.com/content/hyfbqlcydrd3r0xt/fulltext.pdf Related Software: RM-MEDA; MOEA/D; MOPSO; SPEA2; jMoped; ParEGO; Optuna; Hyperband; BOHB; SMAC; Hyperopt; CIFAR; Spearmint; GDE3; weightedHypervolume; OProfile; HypE; MONEDA; PAES; PISA Cited in: 13 Publications Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year MOPED: A multi-objective Parzen-based estimation of distribution algorithm for continuous problems. Zbl 1036.90524Costa, Mario; Minisci, Edmondo 2003 all top 5 Cited by 31 Authors 3 Esparza, Javier 3 Schwoon, Stefan 2 Chia, Jun Yong 2 Kiefer, Stefan 2 Shim, Vui Ann 2 Tan, Kay Chen 1 Araújo, Aluizio Fausto Ribeiro 1 Berlanga, Antonio 1 Cheong, Chun Yew 1 Chong, Jin Kiat 1 Costa, Mario 1 Guerrero-Peña, Elaine 1 Heavens, Alan F. 1 Huang, Zhongqiang 1 Jiang, Min 1 Kočvara, Michal 1 Koksalan, Murat M. 1 Lokman, Banu 1 Martí, Luis 1 Minisci, Edmondo 1 Molina, José Manuel 1 Nomura, Masahiro 1 Onishi, Masaki 1 Ozaki, Yoshihiko 1 Özarık, Sami Serkan 1 Qiu, Liming 1 Suwimonteerabuth, Dejvuth 1 Tanigaki, Yuki 1 Watanabe, Shuhei 1 Yen, Gary G. 1 Zowe, Jochem all top 5 Cited in 6 Serials 3 Information Sciences 1 Journal of Global Optimization 1 European Journal of Operational Research 1 The Journal of Artificial Intelligence Research (JAIR) 1 Journal of Satisfiability, Boolean Modeling and Computation 1 Flexible Services and Manufacturing Journal all top 5 Cited in 6 Fields 7 Computer science (68-XX) 6 Operations research, mathematical programming (90-XX) 2 Statistics (62-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Mechanics of deformable solids (74-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year