Q-learnheuristics: Towards data-driven balanced metaheuristics B Crawford, R Soto, J Lemus-Romani, M Becerra-Rozas, ... Mathematics 9 (16), 1839, 2021 | 23 | 2021 |
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 | 18 | 2021 |
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 | 17 | 2020 |
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 | 15 | 2021 |
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 | 12 | 2022 |
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 | 12 | 2021 |
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 | 11 | 2020 |
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 | 9 | 2022 |
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 | 8 | 2022 |
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 | 7 | 2021 |
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 | 7 | 2021 |
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 | 6 | 2022 |
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 | 5 | 2020 |
Binarization of Metaheuristics: Is the Transfer Function Really Important? J Lemus-Romani, B Crawford, F Cisternas-Caneo, R Soto, ... Biomimetics 8 (5), 400, 2023 | 4 | 2023 |
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 | 2 | 2021 |
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 | 2 | 2020 |
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 |
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 |