Swarm Intelligence Algorithms for Feature Selection: A Review

Experienced Gray Wolf Optimization Through Reinforcement Learning and Neural Networks

(2018) E. Emary et al.   IEEE Transactions on Neural Networks and Learning Systems

A New Representation in PSO for Discretization-Based Feature Selection

(2018) Binh Tran et al.   IEEE Transactions on Cybernetics

Hybrid Whale Optimization Algorithm with simulated annealing for feature selection

(2017) Majdi M. Mafarja et al.   NEUROCOMPUTING

The Whale Optimization Algorithm

(2016) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

A feature selection method based on modified binary coded ant colony optimization algorithm

(2016) Youchuan Wan et al.   APPLIED SOFT COMPUTING

Gray Wolf Optimizer for hyperspectral band selection

(2016) S.A. Medjahed et al.   APPLIED SOFT COMPUTING

Weight Optimized Neural Network Using Metaheuristics for the Classification of Large Cell Carcinoma and Adenocarcinoma from Lung Imaging

(2016) Thangavel Baranidharan et al.   Current Signal Transduction Therapy

Gene Selection from Microarray Data Using Binary Grey Wolf Algorithm for Classifying Acute Leukemia

(2016) S.P. Manikandan et al.   Current Signal Transduction Therapy

Bio inspired computing – A review of algorithms and scope of applications

(2016) Arpan Kumar Kar   EXPERT SYSTEMS WITH APPLICATIONS

A Survey on Evolutionary Computation Approaches to Feature Selection

(2016) Bing Xue et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Feature Selection for Optimized High-dimensional Biomedical Data using the Improved Shuffled Frog Leaping Algorithm

(2016) Bin Hu et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Feature selection based on an improved cat swarm optimization algorithm for big data classification

(2016) Kuan-Cheng Lin et al.   JOURNAL OF SUPERCOMPUTING

Optimal feature selection using distance-based discrete firefly algorithm with mutual information criterion

(2016) Long Zhang et al.   NEURAL COMPUTING & APPLICATIONS

Binary grey wolf optimization approaches for feature selection

(2016) E. Emary et al.   NEUROCOMPUTING

A Novel Optimization Technique to Improve Gas Recognition by Electronic Noses Based on the Enhanced Krill Herd Algorithm

(2016) Li Wang et al.   SENSORS

An improved dynamic discrete firefly algorithm for blind image steganalysis

(2016) Rita Rana Chhikara et al.   International Journal of Machine Learning and Cybernetics

Big Data: A Parallel Particle Swarm Optimization-Back-Propagation Neural Network Algorithm Based on MapReduce

(2016) Jianfang Cao et al.   PLoS One

The Ant Lion Optimizer

(2015) Seyedali Mirjalili   ADVANCES IN ENGINEERING SOFTWARE

A binary ABC algorithm based on advanced similarity scheme for feature selection

(2015) Emrah Hancer et al.   APPLIED SOFT COMPUTING

A highly accurate firefly based algorithm for heart disease prediction

(2015) Nguyen Cong Long et al.   EXPERT SYSTEMS WITH APPLICATIONS

Gene selection from microarray gene expression data for classification of cancer subgroups employing PSO and adaptive K-nearest neighborhood technique

(2015) Subhajit Kar et al.   EXPERT SYSTEMS WITH APPLICATIONS

Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm

(2015) Seyedali Mirjalili   KNOWLEDGE-BASED SYSTEMS

Finding rough set reducts with fish swarm algorithm

(2015) Yumin Chen et al.   KNOWLEDGE-BASED SYSTEMS

Feature Selection and Parameter Optimization of Support Vector Machines Based on Modified Artificial Fish Swarm Algorithms

(2015) Kuan-Cheng Lin et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Dragonfly algorithm: a new meta-heuristic optimization technique for solving single-objective, discrete, and multi-objective problems

(2015) Seyedali Mirjalili   NEURAL COMPUTING & APPLICATIONS

An advanced ACO algorithm for feature subset selection

(2015) Shima Kashef et al.   NEUROCOMPUTING

Accelerated PSO Swarm Search Feature Selection for Data Stream Mining Big Data

(2015) Simon Fong et al.   IEEE Transactions on Services Computing

Grey Wolf Optimizer

(2014) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

Firefly as a novel swarm intelligence variable selection method in spectroscopy

(2014) Mohammad Goodarzi et al.   ANALYTICA CHIMICA ACTA

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

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

Replication and comparison of computational experiments in applied evolutionary computing: Common pitfalls and guidelines to avoid them

(2014) Matej Črepinšek et al.   APPLIED SOFT COMPUTING

Gene selection for cancer identification: a decision tree model empowered by particle swarm optimization algorithm

(2014) Kun-Huang Chen et al.   BMC BIOINFORMATICS

Water Distribution System Computer-Aided Design by Agent Swarm Optimization

(2014) I. Montalvo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Ant Colony Optimization Based Feature Selection Method for QEEG Data Classification

(2014) Turker Tekin Erguzel et al.   Psychiatry Investigation

A Comparative Analysis of Swarm Intelligence Techniques for Feature Selection in Cancer Classification

(2014) Chellamuthu Gunavathi et al.   TheScientificWorldJOURNAL

An Ant Colony Optimization Based Feature Selection for Web Page Classification

(2014) Esra Saraç et al.   TheScientificWorldJOURNAL

Feature Selection in Life Science Classification: Metaheuristic Swarm Search

(2014) Simon Fong et al.   IT Professional

A bumble bees mating optimization algorithm for the feature selection problem

(2014) Magdalene Marinaki et al.   International Journal of Machine Learning and Cybernetics

A new optimization method: Dolphin echolocation

(2013) A. Kaveh et al.   ADVANCES IN ENGINEERING SOFTWARE

Modified binary PSO for feature selection using SVM applied to mortality prediction of septic patients

(2013) Susana M. Vieira et al.   APPLIED SOFT COMPUTING

Image steganalysis using a bee colony based feature selection algorithm

(2013) F. Ghareh Mohammadi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Data feature selection based on Artificial Bee Colony algorithm

(2013) Mauricio Schiezaro et al.   EURASIP Journal on Image and Video Processing

Metaheuristics-the metaphor exposed

(2013) Kenneth Sörensen   International Transactions in Operational Research

Krill herd: A new bio-inspired optimization algorithm

(2012) Amir Hossein Gandomi et al.   Communications in Nonlinear Science and Numerical Simulation

Bacterial Colony Optimization

(2012) Ben Niu et al.   DISCRETE DYNAMICS IN NATURE AND SOCIETY

PSO-based automatic relevance determination and feature selection system for hyperspectral image classification

(2012) Xiangrong Zhang et al.   ELECTRONICS LETTERS

Migrating Birds Optimization: A new metaheuristic approach and its performance on quadratic assignment problem

(2012) Ekrem Duman et al.   INFORMATION SCIENCES

A new heuristic optimization algorithm for modeling of proton exchange membrane fuel cell: bird mating optimizer

(2012) Alireza Askarzadeh et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Bee life-based multi constraints multicast routing optimization for vehicular ad hoc networks

(2012) Salim Bitam et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Application of global optimization methods to model and feature selection

(2012) Abderrahmane Boubezoul et al.   PATTERN RECOGNITION

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Energy efficient self-organizing control for wireless sensor networks inspired by calling behavior of frogs

(2011) Akira Mutazono et al.   COMPUTER COMMUNICATIONS

A new hybrid ant colony optimization algorithm for feature selection

(2011) Md. Monirul Kabir et al.   EXPERT SYSTEMS WITH APPLICATIONS

A new Fruit Fly Optimization Algorithm: Taking the financial distress model as an example

(2011) Wen-Tsao Pan   KNOWLEDGE-BASED SYSTEMS

New inspirations in swarm intelligence: a survey

(2011) R.S. Parpinelli et al.   International Journal of Bio-Inspired Computation

Compact cancer biomarkers discovery using a swarm intelligence feature selection algorithm

(2010) Emmanuel Martinez et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Tabu Search and Binary Particle Swarm Optimization for Feature Selection Using Microarray Data

(2010) Li-Yeh Chuang et al.   JOURNAL OF COMPUTATIONAL BIOLOGY

A Modified Ant Colony Optimization Algorithm for Tumor Marker Gene Selection

(2010) Hualong Yu et al.   GENOMICS PROTEOMICS & BIOINFORMATICS

Modified binary particle swarm optimization

(2008) Sangwook Lee et al.   Progress in Natural Science-Materials International

Particle swarm optimization for parameter determination and feature selection of support vector machines

(2007) Shih-Wei Lin et al.   EXPERT SYSTEMS WITH APPLICATIONS