About me
I am a Mathematical Engineer and hold an MSc in Applied Mathematics from the University of Chile. I currently work as a Research Engineer in the Digital Health research line at the Center for Mathematical Modeling, University of Chile.
My research focuses on data science, machine learning, artificial intelligence, and dynamical systems for healthcare and public health. I also apply methods from statistics, optimization, optimal control, differential equations, and operations research to healthcare and climate-change problems.
Research interests
- Data Science, Machine Learning, and Artificial Intelligence
- Healthcare, Public Health, and Epidemiology
- Statistics, Optimization, and Optimal Control
- Differential Equations and Koopman Operators
- Nonlinear Filtering and Operations Research
Selected publications
- Koopman Kalman Filter (KKF): an asymptotically optimal nonlinear filtering algorithm with error bounds and its application to parameter estimation
- Impact of the first booster vaccine against SARS-CoV-2 in Chile
- Improved error bounds for Koopman operator and reconstructed trajectories approximations with kernel-based methods
Teaching
Since August 2026, I have been a Lecturer at the University of Chile for the following courses:
- Machine Learning
Master in Data Science, University of Chile - Interdisciplinary Module: Modeling, Data Science and Artificial Intelligence in Health
Innovation Area, Faculty of Physical and Mathematical Sciences, University of Chile - Artificial Intelligence in Medicine: Quantitative Foundations and Clinical Reasoning
Faculty of Medicine, University of Chile
