Beatriz Isabel Cruzeiro
PhD Student
Data Analysis and Modeling in Medicine, Medical Faculty Mannheim
Heidelberg University
Introduction
My research:
Inverse Problems in Machine Learning for High Energy Physics
My expertise is:
Inverse problems with model information
A problem I’m grappling with:
Reformulation of Koopman operators for detecting resonances in the phase space
I’ve got my eyes on:
Diffusion and foundation models.
I want to know more about:
Kernel techniques and microlocal analysis
Projects
Physics Model-Based AI for Rare Events
Develop a novel strategy to perform reliable extrapolation with machine learning (ML) by space-unwrapping; efficiently handle extreme value modelling via machine learning using model-based strategies like exponentially tiled estimators; solve stochastic partial differential equations via physics informed neural networks for transport equations.
