Robust subspace methods for outlier detection in genomic data circumvents the curse of dimensionality

Outlier detection at the transcriptome-proteome interface

(2015) Yawwani Gunawardana et al.   BIOINFORMATICS

Computational analysis of cell-to-cell heterogeneity in single-cell RNA-sequencing data reveals hidden subpopulations of cells

(2015) Florian Buettner et al.   NATURE BIOTECHNOLOGY

Bridging the gap between transcriptome and proteome measurements identifies post-translationally regulated genes

(2013) Y. Gunawardana et al.   BIOINFORMATICS

Network methods for describing sample relationships in genomic datasets: application to Huntington’s disease

(2012) Michael C Oldham et al.   BMC Systems Biology

Principal component analysis based methods in bioinformatics studies

(2011) S. Ma et al.   BRIEFINGS IN BIOINFORMATICS

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Detecting Outlier Samples in Microarray Data

(2009) Albert D Shieh et al.   Statistical Applications in Genetics and Molecular Biology