PDI - Resultado de Búsqueda

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 - At present
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


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 ADVANCES IN SOFT COMPUTING, PT II, MICAI 2024 (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)
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)
A New Learnheuristic: Binary SARSA - Sine Cosine Algorithm (BS-SCA) Crawford, Broderick; Soto, Ricardo; Dorronsoro, B; Yalaoui, F; Talbi, EG; Danoy, G Article ISI OPTIMIZATION AND LEARNING, OLA 2024 (2022)
Embedded Learning Approaches in the Whale Optimizer to Solve Coverage Combinatorial Problems Becerra-Rozas, Marcelo; Cisternas-Caneo, Felipe; Crawford, Broderick; Soto, Ricardo; Garcia, Jose; Astorga, Gino; Palma, Wenceslao Article ISI 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 OPTIMIZATION AND LEARNING, OLA 2024 (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 MATHEMATICS (2022)
A Binary Machine Learning Cuckoo Search Algorithm Improved by a Local Search Operator for the Set-Union Knapsack Problem Garcia, Jose; Lemus-Romani, Jose; Altimiras, Francisco; Crawford, Broderick; Soto, Ricardo; Becerra-Rozas, Marcelo; Moraga, Paola; Paz Becerra, Alex; Pena Fritz, Alvaro; Rubio, Jose-Miguel; et al. Article ISI MATHEMATICS (2021)
A Comparison of Learnheuristics Using Different Reward Functions to Solve the Set Covering Problem Crawford, Broderick; Soto, Ricardo; Cisternas-Caneo, Felipe; Tapia, Diego; de la Fuente-Mella, Hanns; Palma, Wenceslao; Lemus-Romani, Jose; Castillo, Mauricio; Becerra-Rozas, Marcelo; Dorronsoro, B; et al. Article ISI OPTIMIZATION AND LEARNING, OLA 2024 (2021)
A Novel Learning-Based Binarization Scheme Selector for Swarm Algorithms Solving Combinatorial Problems Lemus-Romani, Jose; Becerra-Rozas, Marcelo; Crawford, Broderick; Soto, Ricardo; Cisternas-Caneo, Felipe; Vega, Emanuel; Castillo, Mauricio; Tapia, Diego; Astorga, Gino; Palma, Wenceslao; et al. Article ISI 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 2021 IEEE IFAC INTERNATIONAL CONFERENCE ON AUTOMATION/XXIV CONGRESS OF THE CHILEAN ASSOCIATION OF AUTOMATIC CONTROL (IEEE IFAC ICA - ACCA2021) (2021)
Q-learnheuristics: Towards data-driven balanced metaheuristics Crawford, Broderick; Soto, Ricardo; Caballe, Nuria; Cisternas-Caneo, Felipe Article ISI MATHEMATICS (2021)
Reinforcement Learning Based Whale Optimizer Crawford, Broderick; Soto, Ricardo; Embry, Andres Trujillo; Molina, Maximo Arnao; Gervasi, O; Murgante, B; Garau, C; Blecic, I; Taniar, D; Apduhan, BO; et al. Article ISI COLLABORATION TECHNOLOGIES AND SOCIAL COMPUTING, COLLABTECH 2023 (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 APPLIED SCIENCES-BASEL (2020)


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)

Ricardo Soto

Director

Escuela de Ingeniería Informática - PUCV

Valparaiso, Chile

CLAUDIO ELÓRTEGUI

Director

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

José Barrera

Profesor

Marketing y Tecnologías

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

Felipe Cisternas

Marcelo Becerra

Profesor Asociado

Escuela de Ingeniería Informática

Pontificia Universidad Católica de Valparaíso

Valparaíso, Chile

Marcelo Orlando Becerra Rozas

Líneas de Investigación

Educación

Doctor en Ingeniería Informática, PONTIFICIA UNIVERSIDAD CATOLICA DE VALPARAISO. Chile, 2024

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

Experiencia Académica

Profesor hora Other

Profesor hora Other

Profesor hora Other

Experiencia Profesional

Director de Proyectos Part Time

Ingeniero de Desarrollo Full Time

Article (15)

Enhancing Reptile Search Algorithm Performance for the Knapsack Problem with Integration of Chaotic Map

Challenging the Limits of Binarization: A New Scheme Selection Policy Using Reinforcement Learning Techniques for Binary Combinatorial Problem Solving

Intelligent decision-making for binary coverage: Unveiling the potential of the multi-armed bandit selector

Binarization of Metaheuristics: Is the Transfer Function Really Important?

A New Learnheuristic: Binary SARSA - Sine Cosine Algorithm (BS-SCA)

Embedded Learning Approaches in the Whale Optimizer to Solve Coverage Combinatorial Problems

Population Size Management in a Cuckoo Search Algorithm Solving Combinatorial Problems

Swarm-Inspired Computing to Solve Binary Optimization Problems: A Backward Q-Learning Binarization Scheme Selector

A Binary Machine Learning Cuckoo Search Algorithm Improved by a Local Search Operator for the Set-Union Knapsack Problem

A Comparison of Learnheuristics Using Different Reward Functions to Solve the Set Covering Problem

A Novel Learning-Based Binarization Scheme Selector for Swarm Algorithms Solving Combinatorial Problems

Embedding Q-Learning in the selection of metaheuristic operators: The enhanced binary grey wolf optimizer case

Q-learnheuristics: Towards data-driven balanced metaheuristics

Reinforcement Learning Based Whale Optimizer

Analysis and Prediction of Engineering Student Behavior and Their Relation to Academic Performance Using Data Analytics Techniques

Review (1)

Continuous Metaheuristics for Binary Optimization Problems: An Updated Systematic Literature Review

Ricardo Soto

CLAUDIO ELÓRTEGUI

José Barrera

Felipe Cisternas

Marcelo Becerra