Stability of feature selection in classification issues for high-dimensional correlated data

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Multiple hypothesis testing adjusted for latent variables, with an application to the AGEMAP gene expression data

(2012) Yunting Sun et al.   Annals of Applied Statistics

Methylation Subtypes and Large-Scale Epigenetic Alterations in Gastric Cancer

(2012) H. Zouridis et al.   Science Translational Medicine

Independent surrogate variable analysis to deconvolve confounding factors in large-scale microarray profiling studies

(2011) Andrew E. Teschendorff et al.   BIOINFORMATICS

Sparse Discriminant Analysis

(2011) Line Clemmensen et al.   TECHNOMETRICS

Feature selection in omics prediction problems using cat scores and false nondiscovery rate control

(2010) Miika Ahdesmäki et al.   Annals of Applied Statistics

A factor model to analyze heterogeneity in gene expression

(2010) Yuna Blum et al.   BMC BIOINFORMATICS

A Factor Model Approach to Multiple Testing Under Dependence

(2010) Chloé Friguet et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Stability selection

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

Gene ranking and biomarker discovery under correlation

(2009) V. Zuber et al.   BIOINFORMATICS

Modified linear discriminant analysis approaches for classification of high-dimensional microarray data

(2008) Ping Xu et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A general framework for multiple testing dependence

(2008) J. T. Leek et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Higher criticism thresholding: Optimal feature selection when useful features are rare and weak

(2008) D. Donoho et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA