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Publisher
2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016(1)
Evolutionary Computation(1)
IEEE Transactions on Evolutionary Computation(1)
Proceedings - 2017 6th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2017(1)
Área temáticas
Ciencias de la computación(3)
Probabilidades y matemática aplicada(1)
Programación informática, programas, datos, seguridad(1)
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ODS 17: Alianzas para lograr los objetivos(4)
ODS 9: Industria, innovación e infraestructura(4)
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scopus(4)
Landscape-Aware Performance Prediction for Evolutionary Multiobjective Optimization
ArticleAbstract: We expose and contrast the impact of landscape characteristics on the performance of search heuristiPalabras claves:Black-box combinatorial optimization, evolutionary multiobjective optimization (EMO), feature-based performance pbkp_rediction, problem difficulty and landscape analysisAutores:Daolio F., Derbel B., Hernán E. Aguirre, Liefooghe A., Tanaka K., Verel S.Fuentes:scopusProblem features versus algorithm performance on rugged multiobjective combinatorial fitness landscapes
ArticleAbstract: In this article, we attempt to understand and to contrast the impact of problem features on the perfPalabras claves:Black-box 0-1 multiobjective problems, Empirical performance modeling, Evolutionary multiobjective optimization, Feature-based analysis, Fitness landscape and problem difficulty, Multilevel multivariate analysis, Random-effects mixed modelsAutores:Daolio F., Hernán E. Aguirre, Liefooghe A., Tanaka K., Verel S.Fuentes:scopusLearning Variable Importance to Guide Recombination on Many-Objective Optimization
Conference ObjectAbstract: There are numerous many-objective real-world problems in various application domains for which it isPalabras claves:evolutionary algorithm, Machine learning, many-objective optimization, multi-objective optimization, random forest, variable importanceAutores:Daolio F., Derbel B., Hernán E. Aguirre, Liefooghe A., Sagawa M., Tanaka K., Verel S.Fuentes:scopusLearning variable importance to guide recombination
Conference ObjectAbstract: In evolutionary multi-objective optimization, variation operators are crucially important to producePalabras claves:Autores:Daolio F., Derbel B., Hernán E. Aguirre, Liefooghe A., Sagawa M., Tanaka K., Verel S.Fuentes:scopus