Detecting reliable gene interactions by a hierarchy of Bayesian network classifiers
Computer Methods and Programs in Biomedicine
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
A Model-Based Relevance Estimation Approach for Feature Selection in Microarray Datasets
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Robust Feature Selection Using Ensemble Feature Selection Techniques
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Biological pathways as features for microarray data classification
Proceedings of the 2nd international workshop on Data and text mining in bioinformatics
A Clustering Based Hybrid System for Mass Spectrometry Data Analysis
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Feature selection with dynamic mutual information
Pattern Recognition
Partially supervised feature selection with regularized linear models
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Feature subset selection from positive and unlabelled examples
Pattern Recognition Letters
Detailed methylation prediction of CpG islands on human chromosome 21
MCBC'09 Proceedings of the 10th WSEAS international conference on Mathematics and computers in biology and chemistry
Using random forests to uncover bivariate interactions in high dimensional small data sets
Proceedings of the KDD-09 Workshop on Statistical and Relational Learning in Bioinformatics
RCGA-S/RCGA-SP Methods to Minimize the Delta Test for Regression Tasks
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
An Iterative GASVM-Based Method: Gene Selection and Classification of Microarray Data
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
International Journal of Bioinformatics Research and Applications
A novel ACO-GA hybrid algorithm for feature selection in protein function prediction
Expert Systems with Applications: An International Journal
A Framework for Multi-class Learning in Micro-array Data Analysis
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
Relevance and Redundancy Analysis for Ensemble Classifiers
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Feature Selection by Transfer Learning with Linear Regularized Models
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Journal of Artificial Evolution and Applications - Special issue on artificial evolution methods in the biological and biomedical sciences
Comparison of feature selection techniques for viral DNA replication origin prediction
CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
Learning Bayesian networks to perform feature selection
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
SoFoCles: Feature filtering for microarray classification based on Gene Ontology
Journal of Biomedical Informatics
A novel feature selection approach for biomedical data classification
Journal of Biomedical Informatics
Ensemble gene selection by grouping for microarray data classification
Journal of Biomedical Informatics
Are more features better? a response to attributes reduction using fuzzy rough sets
IEEE Transactions on Fuzzy Systems
Ensemble gene selection for cancer classification
Pattern Recognition
Using Bayesian network and AIS to perform feature subset selection
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
ISBRA'08 Proceedings of the 4th international conference on Bioinformatics research and applications
Minimising the delta test for variable selection in regression problems
International Journal of High Performance Systems Architecture
Feature selection with Intelligent Dynamic Swarm and Rough Set
Expert Systems with Applications: An International Journal
Figure classification in biomedical literature to elucidate disease mechanisms, based on pathways
Artificial Intelligence in Medicine
Least-Squares Support Vector Machine Approach to Viral Replication Origin Prediction
INFORMS Journal on Computing
Empirical evaluation of feature selection methods in classification
Intelligent Data Analysis
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Effect of classifiers in consensus feature ranking for biomedical datasets
DTMBIO '10 Proceedings of the ACM fourth international workshop on Data and text mining in biomedical informatics
Review Article: Stable feature selection for biomarker discovery
Computational Biology and Chemistry
Computational Biology and Chemistry
RSCTC'10 Proceedings of the 7th international conference on Rough sets and current trends in computing
Bootstrap feature selection for ensemble classifiers
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Local modeling classifier for microarray gene-expression data
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Selecting few genes for microarray gene expression classification
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
Infosel++: information based feature selection C++ library
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Model building using bi-level optimization
Journal of Global Optimization
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Exploring features and classifiers to classify microRNA expression profiles of human cancer
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
SVM-RFE based feature selection for tandem mass spectrum quality assessment
International Journal of Data Mining and Bioinformatics
Rotation forest on microarray domain: PCA versus ICA
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Scaling up feature selection by means of democratization
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Spatial filter selection with LASSO for EEG classification
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A two step method to identify clinical outcome relevant genes with microarray data
Journal of Biomedical Informatics
A hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
Robust Feature Selection for Microarray Data Based on Multicriterion Fusion
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Gene selection and classification using Taguchi chaotic binary particle swarm optimization
Expert Systems with Applications: An International Journal
An efficient statistical feature selection approach for classification of gene expression data
Journal of Biomedical Informatics
Journal of Biomedical Informatics
Confidence in medical decision making: application in temporal lobe epilepsy data mining
Proceedings of the 2011 workshop on Data mining for medicine and healthcare
A hybrid model to favor the selection of high quality features in high dimensional domains
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Artificial Intelligence in Medicine
Expert Systems with Applications: An International Journal
Identification of Relevant Properties for Epitopes Detection Using a Regression Model
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
TAKES: a fast method to select features in the kernel space
Proceedings of the 20th ACM international conference on Information and knowledge management
Feature selection using hierarchical feature clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Information Sciences: an International Journal
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Ensemble logistic regression for feature selection
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Gene selection in time-series gene expression data
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Disease Liability Prediction from Large Scale Genotyping Data Using Classifiers with a Reject Option
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Stable Gene Selection from Microarray Data via Sample Weighting
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Expert Systems with Applications: An International Journal
Correlation-based and causal feature selection analysis for ensemble classifiers
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Predicting functional residues of protein sequence alignments as a feature selection task
International Journal of Data Mining and Bioinformatics
Expert Systems with Applications: An International Journal
Combining gene expression and interaction network data to improve kidney lesion score prediction
International Journal of Bioinformatics Research and Applications
Identifying a small set of marker genes using minimum expected cost of misclassification
Artificial Intelligence in Medicine
Feature evaluation and selection with cooperative game theory
Pattern Recognition
Correlation between genetic diversity and fitness in a predator-prey ecosystem simulation
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
A Top-r Feature Selection Algorithm for Microarray Gene Expression Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A Survey on Filter Techniques for Feature Selection in Gene Expression Microarray Analysis
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A New Unsupervised Feature Ranking Method for Gene Expression Data Based on Consensus Affinity
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A semi-supervised feature ranking method with ensemble learning
Pattern Recognition Letters
Association rule-based feature selection method for Alzheimer's disease diagnosis
Expert Systems with Applications: An International Journal
An unsupervised approach to feature discretization and selection
Pattern Recognition
Inferring disease-related metabolite dependencies with a bayesian optimization algorithm
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Robotics and Autonomous Systems
A feature selection-based framework for human activity recognition using wearable multimodal sensors
Proceedings of the 6th International Conference on Body Area Networks
A RELIEF-based modality weighting approach for multimodal information retrieval
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Grammatical evolution support vector machines for predicting human genetic disease association
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
A novel feature selection method based on normalized mutual information
Applied Intelligence
An integrated data mining approach to real-time clinical monitoring and deterioration warning
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Online feature selection for mining big data
Proceedings of the 1st International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Fundamenta Informaticae - Machine Learning in Bioinformatics
Measuring stability of feature ranking techniques: a noise-based approach
International Journal of Business Intelligence and Data Mining
Ensemble transcript interaction networks: A case study on Alzheimer's disease
Computer Methods and Programs in Biomedicine
Root attribute behavior within a random forest
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Ontology-guided feature engineering for clinical text classification
Journal of Biomedical Informatics
Algorithm learning based neural network integrating feature selection and classification
Expert Systems with Applications: An International Journal
Supervised logistic principal component analysis for pathway based genome-wide association studies
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Feature extraction in protein sequences classification: a new stability measure
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
A novel probabilistic feature selection method for text classification
Knowledge-Based Systems
Feature selection for classification of oscillating time series
Expert Systems: The Journal of Knowledge Engineering
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Environmental Modelling & Software
A novel multi-stage feature selection method for microarray expression data analysis
International Journal of Data Mining and Bioinformatics
Feature selection for multi-label classification using multivariate mutual information
Pattern Recognition Letters
A novel divide-and-merge classification for high dimensional datasets
Computational Biology and Chemistry
Feature selection using counting grids: application to microarray data
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
A framework of gene subset selection using multiobjective evolutionary algorithm
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
Diagnose the premalignant pancreatic cancer using high dimensional linear machine
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
RFS: Efficient feature selection method based on R-value
Computers in Biology and Medicine
The emergence of new genes in ecosim and its effect on fitness
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
International Journal of Intelligent Information Technologies
Efficient ant colony optimization for image feature selection
Signal Processing
Multiple gene sets for cancer classification using gene range selection based on random forest
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
A Multiclass Classification Tool Using Cloud Computing Architecture
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Selection of interdependent genes via dynamic relevance analysis for cancer diagnosis
Journal of Biomedical Informatics
Improved Feature Selection by Incorporating Gene Similarity into the LASSO
International Journal of Knowledge Discovery in Bioinformatics
Goldenberry: EDA visual programming in orange
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Feature selection using misclassification counts
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Deciding on an adjustment for multiplicity in IR experiments
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
An ensemble of SVM classifiers based on gene pairs
Computers in Biology and Medicine
Assessing similarity of feature selection techniques in high-dimensional domains
Pattern Recognition Letters
Comparison of NN and LR classifiers in the context of screening native American elders with diabetes
Expert Systems with Applications: An International Journal
Journal of Biomedical Informatics
Feature subset selection Filter-Wrapper based on low quality data
Expert Systems with Applications: An International Journal
Web media semantic concept retrieval via tag removal and model fusion
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Biomarkers in Immunology: from Concepts to Applications
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Identification of micro RNA biomarkers for cancer by combining multiple feature selection techniques
Journal of Computational Methods in Sciences and Engineering
Finger tapping clinimetric score prediction in Parkinson's disease using low-cost accelerometers
Computational Intelligence and Neuroscience
Texture classification using kernel-based techniques
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Risk prediction of femoral neck osteoporosis using machine learning and conventional methods
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
Analysis of pattern recognition and dimensionality reduction techniques for odor biometrics
Knowledge-Based Systems
A new gene selection method for microarray data based on PSO and informativeness metric
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Scorpion: explaining away outliers in aggregate queries
Proceedings of the VLDB Endowment
Exact top-k feature selection via l2,0-norm constraint
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A heuristic biomarker selection approach based on professional tennis player ranking strategy
Computer Methods and Programs in Biomedicine
Journal of Biomedical Informatics
Analysis of feature selection stability on high dimension and small sample data
Computational Statistics & Data Analysis
On selecting interacting features from high-dimensional data
Computational Statistics & Data Analysis
Novel feature selection methods to financial distress prediction
Expert Systems with Applications: An International Journal
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
International Journal of Data Mining and Bioinformatics
Computers in Biology and Medicine
Feature selection for ordinal text classification
Neural Computation
Computer Methods and Programs in Biomedicine
Inferring ECA-based rules for ambient intelligence using evolutionary feature extraction
Journal of Ambient Intelligence and Smart Environments
SOCIFS feature selection framework for handwritten authorship
International Journal of Hybrid Intelligent Systems
MaskedPainter: Feature selection for microarray data analysis
Intelligent Data Analysis
Intelligent Data Analysis - Combined Learning Methods and Mining Complex Data
Diverse accurate feature selection for microarray cancer diagnosis
Intelligent Data Analysis
A feature selection method using improved regularized linear discriminant analysis
Machine Vision and Applications
A novel class dependent feature selection method for cancer biomarker discovery
Computers in Biology and Medicine
A biological continuum based approach for efficient clinical classification
Journal of Biomedical Informatics
Hi-index | 3.85 |
Feature selection techniques have become an apparent need in many bioinformatics applications. In addition to the large pool of techniques that have already been developed in the machine learning and data mining fields, specific applications in bioinformatics have led to a wealth of newly proposed techniques. In this article, we make the interested reader aware of the possibilities of feature selection, providing a basic taxonomy of feature selection techniques, and discussing their use, variety and potential in a number of both common as well as upcoming bioinformatics applications. Contact: yvan.saeys@psb.ugent.be Supplementary information: http://bioinformatics.psb.ugent.be/supplementary_data/yvsae/fsreview