Publications

Learning non-Gaussian graphical models via Hessian scores and triangular transport

Ricardo Baptista, Youssef Marzouk, Rebecca E. Morrison, Olivier Zahm

A low-rank nonlinear ensemble filter for vortex models of aerodynamic flows

Mathieu Le Provost, Ricardo Baptista, Youssef Marzouk, Jeff Eldredge

An adaptive transport framework for joint and conditional density estimation

Ricardo Baptista, Olivier Zahm, Youssef Marzouk

Conditional Sampling With Monotone GANs

Nikola Kovachki, Ricardo Baptista, Bamdad Hosseini, Youssef Marzouk

Some greedy algorithms for sparse polynomial chaos expansions

Ricardo Baptista, Valentin Stolbunov, Prasanth B Nair

Coupling techniques for nonlinear ensemble filtering

Alessio Spantini, Ricardo Baptista, Youssef Marzouk

Optimal approximations of coupling in multidisciplinary models

Ricardo Baptista, Youssef Marzouk, Karen Willcox, Benjamin Peherstorfer

Bayesian Optimization of Combinatorial Structures

Ricardo Baptista, Matthias Poloczek

Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting

Rebecca E. Morrison, Ricardo Baptista, Youssef Marzouk