A two-stage sparse logistic regression for optimal gene selection in high-dimensional microarray data classification

A sparse logistic regression framework by difference of convex functions programming

(2016) Liming Yang et al.   APPLIED INTELLIGENCE

Informative gene selection and the direct classification of tumors based on relative simplicity

(2016) Yuan Chen et al.   BMC BIOINFORMATICS

A centroid-based gene selection method for microarray data classification

(2016) Shun Guo et al.   JOURNAL OF THEORETICAL BIOLOGY

A hybrid feature selection method based on instance learning and cooperative subset search

(2016) Afef Ben Brahim et al.   PATTERN RECOGNITION LETTERS

Iterative algorithms of biased estimation methods in binary logistic regression

(2016) M. Revan Özkale   STATISTICAL PAPERS

An experimental comparison of feature selection methods on two-class biomedical datasets

(2015) P. Drotár et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Similarity-balanced discriminant neighbor embedding and its application to cancer classification based on gene expression data

(2015) Li Zhang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Regularized logistic regression with adjusted adaptive elastic net for gene selection in high dimensional cancer classification

(2015) Zakariya Yahya Algamal et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Penalized logistic regression with the adaptive LASSO for gene selection in high-dimensional cancer classification

(2015) Zakariya Yahya Algamal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Sparse Proximal Support Vector Machines for feature selection in high dimensional datasets

(2015) Vijay Pappu et al.   EXPERT SYSTEMS WITH APPLICATIONS

Regularization Paths for Generalized Linear Models via Coordinate Descent

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

Classification methods for high-dimensional genetic data

(2014) Jan Kalina   Biocybernetics and Biomedical Engineering

Drug/nondrug classification using Support Vector Machines with various feature selection strategies

(2014) Selcuk Korkmaz et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Classification of mislabelled microarrays using robust sparse logistic regression

(2013) Jakramate Bootkrajang et al.   BIOINFORMATICS

Sparse logistic regression with a L1/2 penalty for gene selection in cancer classification

(2013) Yong Liang et al.   BMC BIOINFORMATICS

Sparse maximum margin discriminant analysis for feature extraction and gene selection on gene expression data

(2013) Yan Cui et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Selecting significant genes by randomization test for cancer classification using gene expression data

(2013) Zhiyi Mao et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Model selection via standard error adjusted adaptive lasso

(2012) Wei Qian et al.   ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS

Penalized logistic regression for high-dimensional DNA methylation data with case-control studies

(2012) Hokeun Sun et al.   BIOINFORMATICS

The Kolmogorov filter for variable screening in high-dimensional binary classification

(2012) Q. Mai et al.   BIOMETRIKA

Partly adaptive elastic net and its application to microarray classification

(2012) Juntao Li et al.   NEURAL COMPUTING & APPLICATIONS

Efficient feature selection filters for high-dimensional data

(2012) Artur J. Ferreira et al.   PATTERN RECOGNITION LETTERS

An experimental comparison of gene selection by Lasso and Dantzig selector for cancer classification

(2011) Songfeng Zheng et al.   COMPUTERS IN BIOLOGY AND MEDICINE

An ensemble of filters and classifiers for microarray data classification

(2011) V. Bolón-Canedo et al.   PATTERN RECOGNITION

Sure independence screening in generalized linear models with NP-dimensionality

(2010) Jianqing Fan et al.   ANNALS OF STATISTICS

Regularized logistic regression without a penalty term: An application to cancer classification with microarray data

(2010) Concha Bielza et al.   EXPERT SYSTEMS WITH APPLICATIONS

A two step method to identify clinical outcome relevant genes with microarray data

(2010) Bin Han et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Tumor classification by combining PNN classifier ensemble with neighborhood rough set based gene reduction

(2009) Shu-Lin Wang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Penalized feature selection and classification in bioinformatics

(2008) S. Ma et al.   BRIEFINGS IN BIOINFORMATICS

Sure independence screening for ultrahigh dimensional feature space

(2008) Jianqing Fan et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Gene selection using hybrid particle swarm optimization and genetic algorithm

(2008) Shutao Li et al.   SOFT COMPUTING