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Evolutionary Multitask Optimization: a Methodological Overview, Challenges and Future Research Directions


Feb 04, 2021
Eneko Osaba, Aritz D. Martinez, Javier Del Ser

* 29 pages, 4 figures, under review for its consideration in Applied Soft Computing journal 

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AT-MFCGA: An Adaptive Transfer-guided Multifactorial Cellular Genetic Algorithm for Evolutionary Multitasking


Oct 08, 2020
Eneko Osaba, Javier Del Ser, Aritz D. Martinez, Jesus L. Lobo, Francisco Herrera

* 30 pages, 2 figures, under review for its consideration in Information Sciences journal 

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Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges


Aug 09, 2020
Aritz D. Martinez, Javier Del Ser, Esther Villar-Rodriguez, Eneko Osaba, Javier Poyatos, Siham Tabik, Daniel Molina, Francisco Herrera

* 64 pages, 18 figures, under review for its consideration in Information Fusion journal 

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On the Transferability of Knowledge among Vehicle Routing Problems by using Cellular Evolutionary Multitasking


May 17, 2020
Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo, Ibai Laña, Javier Del Ser

* 8 pages, 1 figure, paper accepted for presentation in the 23rd IEEE International Conference on Intelligent Transportation Systems 2020 (IEEE ITSC 2020) 

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dMFEA-II: An Adaptive Multifactorial Evolutionary Algorithm for Permutation-based Discrete Optimization Problems


May 13, 2020
Eneko Osaba, Aritz D. Martinez, Akemi Galvez, Andres Iglesias, Javier Del Ser

* 7 pages, 0 figures, Camera-ready version of the paper accepted for presentation in The Genetic and Evolutionary Computation Conference 2020 (GECCO 2020) 

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On the Transferability of Knowledge among Vehicle Routing Problems by using a Cellular Evolutionary Multitasking


May 11, 2020
Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo, Ibai Laña, Javier Del Ser

* 8 pages, 1 figure, paper accepted for presentation in the 23rd IEEE International Conference on Intelligent Transportation Systems 2020 (IEEE ITSC 2020) 

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Multifactorial Cellular Genetic Algorithm (MFCGA): Algorithmic Design, Performance Comparison and Genetic Transferability Analysis


Mar 24, 2020
Eneko Osaba, Aritz D. Martinez, Jesus L. Lobo, Javier Del Ser, Francisco Herrera

* Accepted for its presentation at WCCI 2020 

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Simultaneously Evolving Deep Reinforcement Learning Models using Multifactorial Optimization


Mar 23, 2020
Aritz D. Martinez, Eneko Osaba, Javier Del Ser, Francisco Herrera

* 8 pages, 5 figures, submitted to IEEE Conference on Evolutionary Computation 2020 (IEEE CEC) 

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