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Marcelo Becerra-Rozas
Tytuł
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Q-learnheuristics: Towards data-driven balanced metaheuristics
B Crawford, R Soto, J Lemus-Romani, M Becerra-Rozas, ...
Mathematics 9 (16), 1839, 2021
282021
Continuous metaheuristics for binary optimization problems: An updated systematic literature review
M Becerra-Rozas, J Lemus-Romani, F Cisternas-Caneo, B Crawford, ...
Mathematics 11 (1), 129, 2022
252022
Embedding Q-Learning in the selection of metaheuristic operators: The enhanced binary grey wolf optimizer case
D Tapia, B Crawford, R Soto, W Palma, J Lemus-Romani, ...
2021 IEEE international conference on automation/XXIV congress of the …, 2021
202021
A novel learning-based binarization scheme selector for swarm algorithms solving combinatorial problems
J Lemus-Romani, M Becerra-Rozas, B Crawford, R Soto, ...
Mathematics 9 (22), 2887, 2021
192021
A binary machine learning cuckoo search algorithm improved by a local search operator for the set-union knapsack problem
J García, J Lemus-Romani, F Altimiras, B Crawford, R Soto, ...
Mathematics 9 (20), 2611, 2021
152021
A data-driven dynamic discretization framework to solve combinatorial problems using continuous metaheuristics
F Cisternas-Caneo, B Crawford, R Soto, H de la Fuente-Mella, D Tapia, ...
International Conference on Innovations in Bio-Inspired Computing and …, 2020
152020
Analysis and prediction of engineering student behavior and their relation to academic performance using data analytics techniques
H de la Fuente-Mella, C Guzmán Gutiérrez, K Crawford, G Foschino, ...
Applied Sciences 10 (20), 7114, 2020
122020
Embedded learning approaches in the whale optimizer to solve coverage combinatorial problems
M Becerra-Rozas, F Cisternas-Caneo, B Crawford, R Soto, J García, ...
Mathematics 10 (23), 4529, 2022
102022
Swarm-inspired computing to solve binary optimization problems: a backward q-learning binarization scheme selector
M Becerra-Rozas, J Lemus-Romani, F Cisternas-Caneo, B Crawford, ...
Mathematics 10 (24), 4776, 2022
92022
Binarization of Metaheuristics: Is the Transfer Function Really Important?
J Lemus-Romani, B Crawford, F Cisternas-Caneo, R Soto, ...
Biomimetics 8 (5), 400, 2023
82023
Binary fruit fly swarm algorithms for the set covering problem
B Crawford, R Soto, HF Mella, C Elortegui, W Palma, C Torres-Rojas, ...
Tech Science Press, 2022
82022
Reinforcement learning based whale optimizer
M Becerra-Rozas, J Lemus-Romani, B Crawford, R Soto, ...
International conference on computational science and its applications, 205-219, 2021
62021
A comparison of Learnheuristics using different Reward Functions to solve the Set Covering Problem
B Crawford, R Soto, F Cisternas-Caneo, D Tapia, H de la Fuente-Mella, ...
International Conference on Optimization and Learning, 74-85, 2021
52021
Balancing exploration-exploitation in the set covering problem resolution with a self-adaptive intelligent water drops algorithm
B Crawford, R Soto, G Astorga, J Lemus-Romani, S Misra, M Castillo, ...
Adv Sci Technol Eng Syst 6, 134e45, 2020
52020
A New Learnheuristic: Binary SARSA-Sine Cosine Algorithm (BS-SCA)
M Becerra-Rozas, J Lemus-Romani, B Crawford, R Soto, ...
International Conference on Metaheuristics and Nature Inspired Computing …, 2021
32021
An autonomous galactic swarm optimization algorithm supported by hidden markov model
M Castillo, B Crawford, R Soto, W Palma, J Lemus-Romani, D Tapia, ...
International Conference on Soft Computing and Pattern Recognition, 354-363, 2020
22020
Chaotic Binary Fox Optimizer for Solving Set Covering Problem
F Cisternas-Caneo, B Crawford, R Soto, J Barrera-García, ...
Workshop on Engineering Applications, 27-38, 2024
12024
Enhancing Reptile Search Algorithm Performance for the Knapsack Problem with Integration of Chaotic Map
J Barrera-García, F Cisternas-Caneo, B Crawford, R Soto, ...
Mexican International Conference on Artificial Intelligence, 70-81, 2024
12024
Exploring Chaotic Binarization Rules in the Binary Fox Optimizer for Complex Optimization Problems
F Cisternas-Caneo, B Crawford, R Soto, J Barrera-García, ...
SN Computer Science 6 (3), 1-20, 2025
2025
Intelligent decision-making for binary coverage: Unveiling the potential of the multi-armed bandit selector
M Becerra-Rozas, J Lemus-Romani, B Crawford, R Soto, EG Talbi
Expert Systems with Applications 251, 124112, 2024
2024
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