Machine Learning

A novel Bayesian nonparametric regression approach for high-dimensionality multi-modal data integration.

Developing interpretable deep neural network approaches for dimensionality reduction that embed functional ANOVA decompositions within variational autoencoders.

Unravelling the history of genomic instability through deep reinforcement learning.

Developing automated learning frameworks for reproducible and transferable biological data analysis.