RT Conference Proceedings
T1 Cooperative game concepts in solving global optimization
A1 Fister, Iztok
A1 Iglesias, Andres
A1 Galvez, Akemi
A1 Ser, Javier Del
A1 Osaba, Eneko
AB Nowadays, cooperative game theory has been applied to many domains of human activities. In this study, the cooperative game concept needed for calculating Shapley value is used in solving global optimization. Precisely, the marginal contribution that an agent carries by joining a coalition is calculated as an increase in population diversity of coalition. This concept is incorporated into differential evolution and its self-adaptive variants jDE in order to show that distributing the monolithic population of solutions into more coalitions and their parallel evolution can improve the results of the original algorithms.
PB Institute of Electrical and Electronics Engineers Inc.
SN 9781728121536
YR 2019
FD 2019-06
LK https://hdl.handle.net/11556/2154
UL https://hdl.handle.net/11556/2154
LA eng
NO Fister , I , Iglesias , A , Galvez , A , Ser , J D & Osaba , E 2019 , Cooperative game concepts in solving global optimization . in 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings . , 8789970 , 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings , Institute of Electrical and Electronics Engineers Inc. , pp. 1525-1532 , 2019 IEEE Congress on Evolutionary Computation, CEC 2019 , Wellington , New Zealand , 10/06/19 . https://doi.org/10.1109/CEC.2019.8789970
NO conference
NO Publisher Copyright: © 2019 IEEE.
NO Iztok Fister and Iztok Fister Jr. acknowledge the financial support from the Slovenian Research Agency (Research Core Fundings No. P2-0041 and P2-0057). Andres Iglesias and Akemi Galvez would like to thank the the financial support from the projects TIN2017-89275-R (AEI/FEDER, UE) and PDE-GIR (H2020, MSCA program, ref. 778035). Javier Del Ser and Eneko Osaba would like to thank the Basque Government for its funding support through the EMAITEK program.
DS TECNALIA Publications
RD 2 sept 2024