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Marcelo Becerra-Rozas
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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
192021
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
172021
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
162020
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
142021
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
112021
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
102022
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
102020
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
92022
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
72021
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
62022
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
62022
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
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, ...
Advances in Science, Technolog y and Engineering Systems 6 (1), 134-45, 2020
52020
Binarization of Metaheuristics: Is the Transfer Function Really Important?
J Lemus-Romani, B Crawford, F Cisternas-Caneo, R Soto, ...
Biomimetics 8 (5), 400, 2023
32023
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
22021
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
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, 124112, 2024
2024
Challenging the Limits of Binarization: A New Scheme Selection Policy Using Reinforcement Learning Techniques for Binary Combinatorial Problem Solving
M Becerra-Rozas, B Crawford, R Soto, EG Talbi, JM Gómez-Pulido
Biomimetics 9 (2), 89, 2024
2024
Population Size Management in a Cuckoo Search Algorithm Solving Combinatorial Problems
M Chávez, B Crawford, R Soto, W Palma, M Becerra-Rozas, ...
International Conference on Informatics and Intelligent Applications, 227-239, 2021
2021
Q-Learnheuristics: towards data-driven balanced metaheuristics
B Crawford Labrin, R Soto, J Lemun Romani, M Becerra Rozas, ...
MDPI, 2021
2021
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