Ragunathan Mariappan

This paper introduces NCMF, a neural collective matrix factorization method for integrating heterogeneous biomedical data, showing improved performance in gene-disease and adverse drug event prediction.

scMoMaT integrates single-cell multi-omics data under mosaic integration using matrix tri-factorization, uncovering modality-specific biomarkers for improved cell type annotation.

This paper introduces a deep learning method for multiview clustering that co-clusters matrices and identifies cross-matrix cluster associations, with initial results on a clinical dataset.