Dimension Reduction

A graph-regularized non-negative matrix factorization method to discover organizational units of chromosomes

Three dimensional organization of the genome is emerging as an important determinant of cell-type specific expression and is implicated in many diseases, including cancer. Hi-C is a type of high-throughput chromosome conformation capture (3C) assay …

GRiNCH: Graph-Regularized NMF and Clustering for Hi-C

How do we find structural units of DNA from its 3D conformation inside the cell?

Higher Understanding with Lower Dimensions

Dimension Reduction Tutorial at GLBIO 2019

Integrating single-cell gene expression datasets

What are the groups of driver genes in each stage of cell reprogramming?

Multiview NMF (MVNMF)

How do we identify genomic regions responsible for dynamic 3D organization of the DNA during development?