Machine Learning, Bayesian networks, neural networks, Boolean networks, gene regulatory networks, data science, evolutionary computation, complex systems.
2024-2027 "Millennium Nucleus for Social Data Science (SODAS)", ANID-MILENIO-NCN2024_103 (Director)
2024-2027 "Millennium Nucleus in Data Science for Plant Resilience (PhytoLearning)", ANID-MILENIO-NCN2024_047 (PI)
2024-2026 "PLASMA: Plataforma de Analítica en Sistemas para Mantenimiento", FONDEF IT24I0031 (Researcher)
2023-2027 "Learning threshold networks for social and biological applications", Fondecyt Regular 1230315 (PI)
2023-2027 "Resource cost-aware scheduling problems under uncertainty", Fondecyt Regular 1231245 (Co-PI)
2023-2025 "Uncertainty Quantification in Physics-Informed Neural Networks with applications", Fondecyt Postdoc 3230088 (Sponsoring Researcher)
2022-2024 "Modelo de monitoreo emisiones atmosférica - central termoeléctrica mejillones", Tesis de Doctorado en el Sector Productivo, ANID TDP220017 (Director)
2021-2024 "Machine Learning for Mental Health: New Developments and Applications Using Multimodal Data", Anillo ACT210096 (PI)
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-PI)
2018-2022 "Learning strategies for discrete, continuous, and hybrid Bayesian network classifiers", Fondecyt Regular 1180706 (PI)
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 (PI)
2017-2018 "Bien Público Observatorio turístico Big Data Región Metropolitana", Bienes Públicos- CORFO (Co-Director)
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 (CAPES)”, Project FONDAP FB-0002 (Co-Researcher)
2011-2014 “Attractors in Boolean networks under different types of update perturbations: A reverse engineering approach”, Fondecyt 11110088 (PI)
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 Postdoc 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 (PI)