A multi-view latent variable model with structured sparsity that integrates noisy domain expertise in terms of feature sets.

Computational single-cell biology

Tools and algorithms for the analysis of single-cell data

Multi-omics data integration

Tools and algorithms for the supervised as well as unsupervised integration of multi-omics data

Probabilistic latent variable models

Probabilistic machine learning for uncertainty-aware deep latent variable models

Uncertainty-aware deep learning in the real world

Uncertainty-aware supervised machine learning with deep neural networks for real-world applications