The Influence of Feature Selection Methods on Accuracy, Stability and Interpretability of Molecular Signatures

Predicting prognosis of breast cancer with gene signatures: are we lost in a sea of data?

(2012) Takayuki Iwamoto et al.   Genome Medicine

Prediction of breast cancer prognosis using gene set statistics provides signature stability and biological context

(2010) Gad Abraham et al.   BMC BIOINFORMATICS

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Functional analysis of multiple genomic signatures demonstrates that classification algorithms choose phenotype-related genes

(2010) W Shi et al.   PHARMACOGENOMICS JOURNAL

Robust biomarker identification for cancer diagnosis with ensemble feature selection methods

(2009) Thomas Abeel et al.   BIOINFORMATICS

Gene-Expression Signatures in Breast Cancer

(2009) Christos Sotiriou et al.   NEW ENGLAND JOURNAL OF MEDICINE

Pathway analysis reveals functional convergence of gene expression profiles in breast cancer

(2008) Ronglai Shen et al.   BMC Medical Genomics

NCBI GEO: archive for high-throughput functional genomic data

(2008) T. Barrett et al.   NUCLEIC ACIDS RESEARCH