A multi-view latent variable model with structured sparsity that integrates noisy domain expertise in terms of feature sets.
Tools and algorithms for the analysis of single-cell data
Tools and algorithms for the supervised as well as unsupervised integration of multi-omics data
Probabilistic machine learning for uncertainty-aware deep latent variable models
Uncertainty-aware supervised machine learning with deep neural networks for real-world applications