Feature selection methods on gene expression microarray data for cancer classification: A systematic review

Feature Selection for Microarray Data Classification Using Hybrid Information Gain and a Modified Binary Krill Herd Algorithm

(2020) Ge Zhang et al.   Interdisciplinary Sciences-Computational Life Sciences

Gene selection for cancer types classification using novel hybrid metaheuristics approach

(2020) Alok Kumar Shukla et al.   Swarm and Evolutionary Computation

A hybrid Harris Hawks optimization algorithm with simulated annealing for feature selection

(2020) Mohamed Abdel-Basset et al.   ARTIFICIAL INTELLIGENCE REVIEW

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

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

Theoretical and empirical analysis of filter ranking methods: Experimental study on benchmark DNA microarray data

(2020) Kushal Kanti Ghosh et al.   EXPERT SYSTEMS WITH APPLICATIONS

Novel machine learning approach for classification of high-dimensional microarray data

(2019) Rabia Aziz Musheer et al.   SOFT COMPUTING

A survey of neural network-based cancer prediction models from microarray data

(2019) Maisa Daoud et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A new optimal gene selection approach for cancer classification using enhanced Jaya-based forest optimization algorithm

(2019) Santos Kumar Baliarsingh et al.   NEURAL COMPUTING & APPLICATIONS

A review of feature selection methods in medical applications

(2019) Beatriz Remeseiro et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Condition Monitoring for the Roller Bearings of Wind Turbines under Variable Working Conditions Based on the Fisher Score and Permutation Entropy

(2019) Lei Fu et al.   Energies

Improving classification accuracy of cancer types using parallel hybrid feature selection on microarray gene expression data

(2019) Lokeswari Venkataramana et al.   Genes & Genomics

Feature selection based on rough set approach, wrapper approach, and binary whale optimization algorithm

(2019) Mohamed A. Tawhid et al.   International Journal of Machine Learning and Cybernetics

A new hybrid wrapper TLBO and SA with SVM approach for gene expression data

(2019) Alok Kumar Shukla et al.   INFORMATION SCIENCES

Cancer data classification using binary bat optimization and extreme learning machine with a novel fitness function

(2019) Kaveri Chatra et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

A Parallel Multilevel Feature Selection algorithm for improved cancer classification

(2019) Lokeswari Venkataramana et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

MGRFE: Multilayer Recursive Feature Elimination Based on an Embedded Genetic Algorithm for Cancer Classification

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

A novel gene selection method using modified MRMR and hybrid bat-inspired algorithm with β-hill climbing

(2018) Osama Ahmad Alomari et al.   APPLIED INTELLIGENCE

Dealing with high-dimensional class-imbalanced datasets: Embedded feature selection for SVM classification

(2018) Sebastián Maldonado et al.   APPLIED SOFT COMPUTING

A novel effective diagnosis model based on optimized least squares support machine for gene microarray

(2018) Xinteng Gao et al.   APPLIED SOFT COMPUTING

Correlation feature selection based improved-Binary Particle Swarm Optimization for gene selection and cancer classification

(2018) Indu Jain et al.   APPLIED SOFT COMPUTING

Distributed feature selection: A hesitant fuzzy correlation concept for microarray high-dimensional datasets

(2018) Mohammad Kazem Ebrahimpour et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Improving medical diagnosis performance using hybrid feature selection via relieff and entropy based genetic search (RF-EGA) approach: application to breast cancer prediction

(2018) Ilangovan Sangaiah et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

A wrapper based feature selection in bone marrow plasma cell gene expression data

(2018) T. Ragunthar et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Recursive Memetic Algorithm for Gene Selection in Microarray Data

(2018) Manosij Ghosh et al.   EXPERT SYSTEMS WITH APPLICATIONS

Fuzzy Expert System based on a Novel Hybrid Stem Cell (HSC) Algorithm for Classification of Micro Array Data

(2018) S. Arul Antran Vijay et al.   JOURNAL OF MEDICAL SYSTEMS

Co-ABC: Correlation artificial bee colony algorithm for biomarker gene discovery using gene expression profile

(2018) Hala Mohammed Alshamlan   SAUDI JOURNAL OF BIOLOGICAL SCIENCES

A Hybrid Feature Selection Method for Complex Diseases SNPs

(2018) Raid Alzubi et al.   IEEE Access

A Hybrid Genetic Algorithm With Wrapper-Embedded Approaches for Feature Selection

(2018) Xiao-Ying Liu et al.   IEEE Access

A Review of Matched-pairs Feature Selection Methods for Gene Expression Data Analysis

(2018) Sen Liang et al.   Computational and Structural Biotechnology Journal

A hybrid gene selection method for microarray recognition

(2018) Alok Kumar Shukla et al.   Biocybernetics and Biomedical Engineering

Genetic algorithm based cancerous gene identification from microarray data using ensemble of filter methods

(2018) Manosij Ghosh et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

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

(2018) Zakariya Yahya Algamal et al.   Advances in Data Analysis and Classification

A two-stage gene selection method for biomarker discovery from microarray data for cancer classification

(2018) Alok Kumar Shukla et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

On developing an automatic threshold applied to feature selection ensembles

(2018) B. Seijo-Pardo et al.   Information Fusion

Feature selection and tumor classification for microarray data using relaxed Lasso and generalized multi-class support vector machine

(2018) Chuanze Kang et al.   JOURNAL OF THEORETICAL BIOLOGY

A Nested Genetic Algorithm for feature selection in high-dimensional cancer Microarray datasets

(2018) Sabah Sayed et al.   EXPERT SYSTEMS WITH APPLICATIONS

Efficient feature selection method using real-valued grasshopper optimization algorithm

(2018) Arezoo Zakeri et al.   EXPERT SYSTEMS WITH APPLICATIONS

Gene selection for microarray cancer classification using a new evolutionary method employing artificial intelligence concepts

(2017) M. Dashtban et al.   GENOMICS

On the scalability of feature selection methods on high-dimensional data

(2017) V. Bolón-Canedo et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Ensemble feature selection: Homogeneous and heterogeneous approaches

(2017) B. Seijo-Pardo et al.   KNOWLEDGE-BASED SYSTEMS

Centralized vs. distributed feature selection methods based on data complexity measures

(2017) L. Morán-Fernández et al.   KNOWLEDGE-BASED SYSTEMS

Testing Different Ensemble Configurations for Feature Selection

(2017) Borja Seijo-Pardo et al.   NEURAL PROCESSING LETTERS

A hybrid feature selection algorithm for gene expression data classification

(2017) Huijuan Lu et al.   NEUROCOMPUTING

Ensemble feature selection for high dimensional data: a new method and a comparative study

(2017) Afef Ben Brahim et al.   Advances in Data Analysis and Classification

A hybrid particle swarm optimization for feature subset selection by integrating a novel local search strategy

(2016) Parham Moradi et al.   APPLIED SOFT COMPUTING

A novel feature extraction approach based on ensemble feature selection and modified discriminant independent component analysis for microarray data classification

(2016) Maryam Mollaee et al.   Biocybernetics and Biomedical Engineering

A hybrid gene selection approach for microarray data classification using cellular learning automata and ant colony optimization

(2016) Fatemeh Vafaee Sharbaf et al.   GENOMICS

A New Approach for Feature Selection from Microarray Data Based on Mutual Information

(2016) Jian Tang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Hybrid Framework Using Multiple-Filters and an Embedded Approach for an Efficient Selection and Classification of Microarray Data

(2016) Edmundo Bonilla-Huerta et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Supervised, Unsupervised, and Semi-Supervised Feature Selection: A Review on Gene Selection

(2016) Jun Chin Ang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Analysis of microarray leukemia data using an efficient MapReduce-based K-nearest-neighbor classifier

(2016) Mukesh Kumar et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Cloud computing-based parallel genetic algorithm for gene selection in cancer classification

(2016) Dino Kečo et al.   NEURAL COMPUTING & APPLICATIONS

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

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

Multistage feature selection approach for high-dimensional cancer data

(2016) Alhasan Alkuhlani et al.   SOFT COMPUTING

Distributed feature selection: An application to microarray data classification

(2015) V. Bolón-Canedo et al.   APPLIED SOFT COMPUTING

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

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

Classification of microarray using MapReduce based proximal support vector machine classifier

(2015) Mukesh Kumar et al.   KNOWLEDGE-BASED SYSTEMS

Gene selection for microarray data classification using a novel ant colony optimization

(2015) Sina Tabakhi et al.   NEUROCOMPUTING

Applying particle swarm optimization-based decision tree classifier for cancer classification on gene expression data

(2014) Kun-Huang Chen et al.   APPLIED SOFT COMPUTING

A novel class dependent feature selection method for cancer biomarker discovery

(2014) Wengang Zhou et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Gene Selection Using Locality Sensitive Laplacian Score

(2014) Bo Liao et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Robust gene signatures from microarray data using genetic algorithms enriched with biological pathway keywords

(2014) R.M. Luque-Baena et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Data classification using an ensemble of filters

(2014) V. Bolón-Canedo et al.   NEUROCOMPUTING

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

A feature selection method using improved regularized linear discriminant analysis

(2013) Alok Sharma et al.   MACHINE VISION AND APPLICATIONS

An ensemble of filters and classifiers for microarray data classification

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

Optimization Based Tumor Classification from Microarray Gene Expression Data

(2011) Onur Dagliyan et al.   PLoS One

Clustering of high-dimensional gene expression data with feature filtering methods and diffusion maps

(2009) Rui Xu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Feature subset selection in large dimensionality domains

(2009) Iffat A. Gheyas et al.   PATTERN RECOGNITION

Locality sensitive semi-supervised feature selection

(2008) Jidong Zhao et al.   NEUROCOMPUTING