Research
Research topics
Machine Learning, Bayesian networks, neural networks, Boolean networks, gene regulatory networks, data mining, evolutionary computation, digital image processing, neuro-fuzzy systems, fraud detection systems.
Research grants
Machine Learning, Bayesian networks, neural networks, Boolean networks, gene regulatory networks, data mining, evolutionary computation, digital image processing, neuro-fuzzy systems, fraud detection systems.
Research grants
- 2020-2021 "GEMA: mejorando la Gestión de Energía en Microrredes con Almacenamiento vía optimización estocástica y machine learning” (FONDEF ID19I10158) (Researcher)
- 2019-2023 "Gobernando transiciones críticas en sistemas socioecológicos: El caso de Chiloé, Chile" (Fondecyt Regular 1190265) (Co-Researcher)
- 2018-2022 "Learning strategies for discrete, continuous, and hybrid Bayesian network classifiers"(Fondecyt Regular 1180706) (Head Researcher)
- 2018-2019 "Desarrollo de modelos predictivos usando machine learning para la toma de decisiones en la producción de arándanos bajo condiciones actuales y proyectadas de cambio climático" (Contratos Tecnológicos CORFO 17COTE83081) (Head Researcher)
- 2017-2018 "Bien Público Observatorio turístico Big Data Región Metropolitana" (Bienes Públicos- CORFO) (Researcher)
- 2017-2019 "Automata networks: Inverse problems and dynamics" (ECOS C16E01) (Researcher)
- 2016-2017 "Methodological Approaches Investigated as Accurately as possible for applications to biology" (Project STIC-AmSud) (Project coordinator UAI)
- 2015-2017 “Millennium Nucleus Models of Crises: the Chilean Case” (Project NS130017) (Associate Researcher)
- 2014-2019 “Centro de Ecología Aplicada y Sustentabilidad”. (Project FONDAP FB-0002) (Co-Researcher)
- 2011-2014 “Attractors in Boolean networks under different types of update perturbations: A reverse engineering approach”. (Fondecyt 11110088) (Head Researcher)
- 2014-2016 “Consorcios bacterianos sintéticos: Una estrategia de biología sintética para optimizar la asociación planta-bacteria mediante una adecuada selección y regulación de la expresión de genes” (Fondecyt 3140031) (Sponsoring Researcher)
- 2010-2012 “Mathematical Modeling for Industrial and Management Science Applications: An Interdisciplinary Approach” (Conicyt Anillo ACT-88) (Associate Researcher)
- 2010-2011 “Constructing genetic regulatory networks from data using evolutionary computation” . (Fondecyt 3100044) (Head Researcher)