Ensemble feature selection for stable biomarker identification and cancer classification from microarray expression data

Analysis of SARS-CoV-2 antibodies in COVID-19 convalescent blood using a coronavirus antigen microarray

(2021) Rafael R. de Assis et al.   Nature Communications

Optimal marker gene selection for cell type discrimination in single cell analyses

(2021) Bianca Dumitrascu et al.   Nature Communications

Bayesian approach for predicting responses to therapy from high-dimensional time-course gene expression profiles

(2021) Arika Fukushima et al.   BMC BIOINFORMATICS

SEaCorAl: Identifying and contrasting the regulation-correlation bias in RNA-Seq paired expression data of patient groups

(2021) Manuela Petti et al.   COMPUTERS IN BIOLOGY AND MEDICINE

ECFS-DEA: an ensemble classifier-based feature selection for differential expression analysis on expression profiles

(2020) Xudong Zhao et al.   BMC BIOINFORMATICS

Locality Adaptive Preserving Projections for Linear Dimensionality Reduction

(2020) Aiguo Wang et al.   EXPERT SYSTEMS WITH APPLICATIONS

G-Forest: An ensemble method for cost-sensitive feature selection in gene expression microarrays

(2020) Mai Abdulla et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Automated detection of driver fatigue from electroencephalography through wavelet-based connectivity

(2020) Amirmasoud Ahmadi et al.   Biocybernetics and Biomedical Engineering

A gene selection algorithm using simplified swarm optimization with multi-filter ensemble technique

(2020) Chyh-Ming Lai et al.   APPLIED SOFT COMPUTING

Cancer classification from time series microarray data through regulatory Dynamic Bayesian Networks

(2019) Konstantina Kourou et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Discriminant Projection Shared Dictionary Learning for Classification of Tumors Using Gene Expression Data

(2019) Shaoliang Peng et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Subtype dependent biomarker identification and tumor classification from gene expression profiles

(2018) Aiguo Wang et al.   KNOWLEDGE-BASED SYSTEMS

Feature selection of gene expression data for Cancer classification using double RBF-kernels

(2018) Shenghui Liu et al.   BMC BIOINFORMATICS

Computer Aided Diagnosis System for multiple sclerosis disease based on phase to amplitude coupling in covert visual attention

(2018) Amirmasoud Ahmadi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Ensembles for feature selection: A review and future trends

(2018) Verónica Bolón-Canedo et al.   Information Fusion

Evaluating Stability and Comparing Output of Feature Selectors that Optimize Feature Subset Cardinality

(2010) Petr Somol et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust Feature Selection for Microarray Data Based on Multicriterion Fusion

(2010) Feng Yang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Robust biomarker identification for cancer diagnosis with ensemble feature selection methods

(2009) Thomas Abeel et al.   BIOINFORMATICS