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Marcelo Orlando Becerra Rozas

Profesor Asociado

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

Mis líneas de investigación se centran en la optimización, con un enfoque en metaheurísticas y aprendizaje reforzado para la resolución de problemas combinatorios. Además, investigo machine learning, incluyendo anonimización médica, interoperabilidad

Doctor en Ingeniería Informática, PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO. Chile, 2024
Master en Ciencias de la Ingeniería, PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO. Chile, 2021

Profesor hora Other

PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO

Valparaíso, Chile

2024 - 2024
Profesor hora Other

UNIVERSIDAD TECNICA FEDERICO SANTA MARIA

Valparaíso, Chile

2023 - 2023
Profesor hora Other

PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO

Valparaíso, Chile

2023 - 2023

Director de Proyectos Part Time

ABMODEL Solutions

Santiago, Chile

2022 - At present
Ingeniero de Desarrollo Full Time

RENTAPP

Santiago, Chile

2022 - 2022
Profesor Asociado Full Time

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

2025 - At present


Enhancing Reptile Search Algorithm Performance for the Knapsack Problem with Integration of Chaotic Map Barrera-Garcia, Jose; Cisternas-Caneo, Felipe; Crawford, Broderick; Soto, Ricardo; Becerra-Rozas, Marcelo; Giachetti, Giovanni; Monfroy, Eric; Martinez-Villasenor, L; Ochoa-Ruiz, G Article ISI SCOPUS Lecture Notes in Computer Science (2025)
Challenging the Limits of Binarization: A New Scheme Selection Policy Using Reinforcement Learning Techniques for Binary Combinatorial Problem Solving Becerra-Rozas, Marcelo; Crawford, Broderick; Soto, Ricardo; Talbi, El-Ghazali; Gomez-Pulido, Jose M. Article ISI Biomimetics (2024)
Intelligent decision-making for binary coverage: Unveiling the potential of the multi-armed bandit selector Becerra-Rozas, Marcelo; Lemus-Romani, Jose; Crawford, Broderick; Soto, Ricardo; Talbi, El-Ghazali Article ISI SCOPUS Expert Systems with Applications (2024)
Optimizing the Feature Selection Problem with Pendulum Search Algorithm: Binarization Strategies and Their Impacts Cisternas-Caneo, Felipe; Crawford, Broderick; Soto, Ricardo; Barrera-Garcia, Jose; Becerra-Rozas, Marcelo; Giachetti, Giovanni; Gomez-Pulido, Jose Manuel; Garces-Jimenez, Alberto; Silhavy, R; Silhavy, P Article ISI Lecture Notes in Networks and Systems (2024)
Binarization of Metaheuristics: Is the Transfer Function Really Important? Lemus-Romani, Jose; Crawford, Broderick; Cisternas-Caneo, Felipe; Soto, Ricardo; Becerra-Rozas, Marcelo Article ISI Biomimetics (2023)
Embedded Learning Approaches in the Whale Optimizer to Solve Coverage Combinatorial Problems Crawford, Broderick; Soto, Ricardo Article ISI SCOPUS Mathematics (2022)
Population Size Management in a Cuckoo Search Algorithm Solving Combinatorial Problems Chavez, Marcelo; Crawford, Broderick; Soto, Ricardo; Oluranti, J; Damasevicius, R; Maskeliunas, R Article ISI SCOPUS Communications in Computer and Information Science (2022)
Swarm-Inspired Computing to Solve Binary Optimization Problems: A Backward Q-Learning Binarization Scheme Selector Becerra-Rozas, Marcelo; Lemus-Romani, Jose; Cisternas-Caneo, Felipe; Crawford, Broderick; Soto, Ricardo; Garcia, Jose Article ISI SCOPUS Mathematics (2022)
A Binary Machine Learning Cuckoo Search Algorithm Improved by a Local Search Operator for the Set-Union Knapsack Problem Altimiras, Francisco; Crawford, Broderick; Soto, Ricardo; Paz Becerra, Alex Article ISI SCOPUS Mathematics (2021)
A Novel Learning-Based Binarization Scheme Selector for Swarm Algorithms Solving Combinatorial Problems Crawford, Broderick; Soto, Ricardo; VEGA-MENA, EMANUEL ENRIQUE Article ISI SCOPUS Mathematics (2021)
Embedding Q-Learning in the selection of metaheuristic operators: The enhanced binary grey wolf optimizer case Tapia, Diego; Crawford, Broderick; Soto, Ricardo; Palma, Wenceslao; Lemus-Romani, Jose; Cisternas-Caneo, Felipe; Castillo, Mauricio; Becerra-Rozas, Marcelo; Paredes, Fernando; Misra, Sanjay; et al. Article ISI SCOPUS 2021 IEEE International Conference on Automation/24th Congress of the Chilean Association of Automatic Control, ICA-ACCA 2021 (2021)
Q-learnheuristics: Towards data-driven balanced metaheuristics Crawford, Broderick; Soto, Ricardo; Caballe, Nuria; Cisternas-Caneo, Felipe Article ISI SCOPUS Mathematics (2021)
Analysis and Prediction of Engineering Student Behavior and Their Relation to Academic Performance Using Data Analytics Techniques Guzman Gutierrez, Claudia; Crawford, Kathleen; Foschino, Giancarla; Crawford, Broderick; Soto, Ricardo; Leon de la Barra, Claudio; Cisternas Caneo, Felipe; Monfroy, Eric; Becerra-Rozas, Marcelo Article ISI SCOPUS Applied Sciences (Switzerland) (2020)


A New Learnheuristic: Binary SARSA - Sine Cosine Algorithm (BS-SCA) Crawford, Broderick; Soto, Ricardo BookSection ISI SCOPUS Communications in Computer and Information Science (2022)
A Comparison of Learnheuristics Using Different Reward Functions to Solve the Set Covering Problem Crawford, Broderick; Soto, Ricardo BookSection ISI SCOPUS Communications in Computer and Information Science (2021)
Reinforcement Learning Based Whale Optimizer Crawford, Broderick; Soto, Ricardo; Trujillo Embry, Andrés; Arnao Molina, Máximo BookSection ISI SCOPUS Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (2021)


Continuous Metaheuristics for Binary Optimization Problems: An Updated Systematic Literature Review Becerra-Rozas, Marcelo; Lemus-Romani, Jose; Cisternas-Caneo, Felipe; Crawford, Broderick; Soto, Ricardo; Astorga, Gino; Castro, Carlos; Garcia, Jose Review ISI Mathematics (2023)