Feature selection for automatic classification of non-Gaussian data
IEEE Transactions on Systems, Man and Cybernetics - Special issue on artificial intelligence
Learning Boolean concepts in the presence of many irrelevant features
Artificial Intelligence
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Fundamentals of algorithmics
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Control-Sensitive Feature Selection for Lazy Learners
Artificial Intelligence Review - Special issue on lazy learning
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Attribute-oriented induction in data mining
Advances in knowledge discovery and data mining
Selection of relevant features and examples in machine learning
Artificial Intelligence - Special issue on relevance
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Data preparation for data mining
Data preparation for data mining
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Feature selection in unsupervised learning via evolutionary search
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
Data mining: concepts and techniques
Data mining: concepts and techniques
Adaptive Intrusion Detection: A Data Mining Approach
Artificial Intelligence Review - Issues on the application of data mining
Customer Retention via Data Mining
Artificial Intelligence Review - Issues on the application of data mining
Unsupervised Feature Selection Using Feature Similarity
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evolving data into mining solutions for insights
Communications of the ACM - Evolving data mining into solutions for insights
Data-driven evolution of data mining algorithms
Communications of the ACM - Evolving data mining into solutions for insights
Scaling mining algorithms to large databases
Communications of the ACM - Evolving data mining into solutions for insights
Emerging trends in business analytics
Communications of the ACM - Evolving data mining into solutions for insights
Business applications of data mining
Communications of the ACM - Evolving data mining into solutions for insights
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Extraction, Construction and Selection: A Data Mining Perspective
Feature Selection for Knowledge Discovery and Data Mining
Feature Selection for Knowledge Discovery and Data Mining
Instance Selection and Construction for Data Mining
Instance Selection and Construction for Data Mining
Advances in Instance Selection for Instance-Based Learning Algorithms
Data Mining and Knowledge Discovery
Likelihood-Based Data Squashing: A Modeling Approach to Instance Construction
Data Mining and Knowledge Discovery
A Unifying View on Instance Selection
Data Mining and Knowledge Discovery
Discretization: An Enabling Technique
Data Mining and Knowledge Discovery
Novel Methods for Subset Selection with Respect to Problem Knowledge
IEEE Intelligent Systems
Database Mining: A Performance Perspective
IEEE Transactions on Knowledge and Data Engineering
Feature Selection Using Rough Sets Theory
ECML '93 Proceedings of the European Conference on Machine Learning
A Monotonic Measure for Optimal Feature Selection
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Feature selection for high-dimensional genomic microarray data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Randomized Variable Elimination
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Discriminative Feature Selection via Multiclass Variable Memory Markov Model
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Efficient Feature Selection in Conceptual Clustering
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
On Feature Selection: Learning with Exponentially Many Irrelevant Features as Training Examples
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Feature Selection as a Preprocessing Step for Hierarchical Clustering
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Feature Subset Selection and Order Identification for Unsupervised Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Filters, Wrappers and a Boosting-Based Hybrid for Feature Selection
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Feature Selection with Selective Sampling
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Constructive Induction Using a Non-Greedy Strategy for Feature Selection
ML '92 Proceedings of the Ninth International Workshop on Machine Learning
Feature Selection via Set Cover
KDEX '97 Proceedings of the 1997 IEEE Knowledge and Data Engineering Exchange Workshop
Feature Selection for Clustering - A Filter Solution
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Efficient content-based image retrieval using automatic feature selection
ISCV '95 Proceedings of the International Symposium on Computer Vision
Dimensionality Reduction of Unsupervised Data
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
Subspace clustering for high dimensional data: a review
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Redundancy based feature selection for microarray data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Active feature selection using classes
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
IEEE Intelligent Systems
Feature subset selection bias for classification learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
Blocking objectionable web content by leveraging multiple information sources
ACM SIGKDD Explorations Newsletter
Acclimatizing Taxonomic Semantics for Hierarchical Content Classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature selection in predicting the activity of cyclooxygenase-2 inhibitors
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Computers in Biology and Medicine
Network anomaly detection based on TCM-KNN algorithm
ASIACCS '07 Proceedings of the 2nd ACM symposium on Information, computer and communications security
Process-Specific Information for Learning Electronic Negotiation Outcomes
Fundamenta Informaticae
A fast and effective method to find correlations among attributes in databases
Data Mining and Knowledge Discovery
Spectral feature selection for supervised and unsupervised learning
Proceedings of the 24th international conference on Machine learning
Markov blanket-embedded genetic algorithm for gene selection
Pattern Recognition
Fuzzy feature selection based on min-max learning rule and extension matrix
Pattern Recognition
A stability index for feature selection
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
A correlation-based model for unsupervised feature selection
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Topic taxonomy adaptation for group profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Random Forests for multiclass classification: Random MultiNomial Logit
Expert Systems with Applications: An International Journal
Consensus unsupervised feature ranking from multiple views
Pattern Recognition Letters
Discovering frequent itemsets by support approximation and itemset clustering
Data & Knowledge Engineering
TCM-KNN scheme for network anomaly detection using feature-based optimizations
Proceedings of the 2008 ACM symposium on Applied computing
New heuristics in feature selection for high dimensional data
AI Communications
Improving analogy software effort estimation using fuzzy feature subset selection algorithm
Proceedings of the 4th international workshop on Predictor models in software engineering
MATH'07 Proceedings of the 12th WSEAS International Conference on Applied Mathematics
Developing a feature weight self-adjustment mechanism for a K-means clustering algorithm
Computational Statistics & Data Analysis
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Stable feature selection via dense feature groups
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Heterogeneous data fusion for alzheimer's disease study
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Discrimination of Coronary Microcirculatory Dysfunction Based on Generalized Relevance LVQ
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Ant Colony Optimization Applied to Feature Selection in Fuzzy Classifiers
IFSA '07 Proceedings of the 12th international Fuzzy Systems Association world congress on Foundations of Fuzzy Logic and Soft Computing
Neural Information Processing
Diversity-Based Feature Selection from Neural Network with Low Computational Cost
Neural Information Processing
Scalable Feature Selection for Multi-class Problems
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Entropy-based associative classification algorithm for mining manufacturing data
International Journal of Computer Integrated Manufacturing
A Novel GA-Taguchi-Based Feature Selection Method
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Feature Selection Using Mutual Information: An Experimental Study
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Mining Multidimensional Data through Element Oriented Analysis
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
An innovative analyser for multi-classifier e-mail classification based on grey list analysis
Journal of Network and Computer Applications
Genetic Programming for Feature Ranking in Classification Problems
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Feature selection with dynamic mutual information
Pattern Recognition
Employee turnover: a novel prediction solution with effective feature selection
CEA'09 Proceedings of the 3rd WSEAS international conference on Computer engineering and applications
Modeling Network Intrusion Detection System Using Feature Selection and Parameters Optimization
IEICE - Transactions on Information and Systems
Proceedings of the 18th international conference on World wide web
Genetic Programming for Feature Subset Ranking in Binary Classification Problems
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
A Statistical Approach for Binary Vectors Modeling and Clustering
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Similarity-Based Feature Selection for Learning from Examples with Continuous Values
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Feature cluster selection for high-throughput data analysis
International Journal of Data Mining and Bioinformatics
Feature selection based on loss-margin of nearest neighbor classification
Pattern Recognition
Searching for interacting features in subset selection
Intelligent Data Analysis
Employee turnover: a novel prediction solution with effective feature selection
WSEAS Transactions on Information Science and Applications
Consensus group stable feature selection
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards Low-Cost, High-Accuracy Classifiers for Linear Solver Selection
ICCS '09 Proceedings of the 9th International Conference on Computational Science: Part I
Extended Pawlak's Flow Graphs and Information Theory
Transactions on Computational Science V
A Cluster-Based Feature Selection Approach
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Explaining instance classifications with interactions of subsets of feature values
Data & Knowledge Engineering
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
Improved Comprehensibility and Reliability of Explanations via Restricted Halfspace Discretization
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
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 via Boolean independent component analysis
Information Sciences: an International Journal
Comparing data mining methods with logistic regression in childhood obesity prediction
Information Systems Frontiers
Stable and Accurate Feature Selection
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
An optimization of ReliefF for classification in large datasets
Data & Knowledge Engineering
Creating Human Activity Recognition Systems Using Pareto-based Multiobjective Optimization
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Journal of Artificial Evolution and Applications - Special issue on artificial evolution methods in the biological and biomedical sciences
To obtain orthogonal feature extraction using training data selection
Proceedings of the 18th ACM conference on Information and knowledge management
Feature selection under a complexity constraint
IEEE Transactions on Multimedia - Special section on communities and media computing
Approximate nonmyopic sensor selection via submodularity and partitioning
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
A survey of evolutionary algorithms for clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Two cooperative ant colonies for feature selection using fuzzy models
Expert Systems with Applications: An International Journal
Semi-supervised classification method for dynamic applications
Fuzzy Sets and Systems
IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
Feature Selection via Maximizing Neighborhood Soft Margin
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
An Improved Feature Selection for Categorization Based on Mutual Information
WISM '09 Proceedings of the International Conference on Web Information Systems and Mining
Feature Selection Using Non Linear Feature Relation Index
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
A Fast Supervised Method of Feature Ranking and Selection for Pattern Classification
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
A novel feature selection approach for biomedical data classification
Journal of Biomedical Informatics
Information Sciences: an International Journal
Input selection in learning systems: a brief review of some important issues and recent developments
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Real-time activity classification using ambient and wearable sensors
IEEE Transactions on Information Technology in Biomedicine - Special section on body sensor networks
The study on feature selection in customer churn prediction modeling
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Selecting discrete and continuous features based on neighborhood decision error minimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
International Journal of Approximate Reasoning
Feature Selection with Ensembles, Artificial Variables, and Redundancy Elimination
The Journal of Machine Learning Research
Feature selection for bagging of support vector machines
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Consistency based attribute reduction
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Architecture of adaptive spam filtering based on machine learning algorithms
ICA3PP'07 Proceedings of the 7th international conference on Algorithms and architectures for parallel processing
A statistical-genetic algorithm to select the most significant features in mammograms
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
BVAI'07 Proceedings of the 2nd international conference on Advances in brain, vision and artificial intelligence
Conditional mutual information based feature selection for classification task
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
A novel hybrid Taguchi-Grey-based method for feature subset selection
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
A GMM based 2-stage architecture for multi-subject emotion recognition using physiological responses
Proceedings of the 1st Augmented Human International Conference
Forward semi-supervised feature selection
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Ensemble gene selection for cancer classification
Pattern Recognition
Stability analysis on rough set based feature evaluation
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Improving energy efficiency in buildings using machine intelligence
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Clustering ensemble for unsupervised feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Cloud score for feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 3
Model-based subspace clustering of non-Gaussian data
Neurocomputing
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
Feature Selection via Maximizing Fuzzy Dependency
Fundamenta Informaticae
A soft computing method for detecting lifetime building thermal insulation failures
Integrated Computer-Aided Engineering
A study on traditional Malay musical instruments sounds classification system
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Analytical evaluation of term weighting schemes for text categorization
Pattern Recognition Letters
Unsupervised texture segmentation using feature selection and fusion
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Towards a memetic feature selection paradigm
IEEE Computational Intelligence Magazine
Multimodal information fusion application to human emotion recognition from face and speech
Multimedia Tools and Applications
Feature selection with redundancy-constrained class separability
IEEE Transactions on Neural Networks
Unsupervised feature selection for multi-cluster data
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Empirical evaluation of feature selection methods in classification
Intelligent Data Analysis
Expert Systems with Applications: An International Journal
Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology
Classifier design for static security assessment using particle swarm optimization
Applied Soft Computing
Discriminative semi-supervised feature selection via manifold regularization
IEEE Transactions on Neural Networks
Bootstrap feature selection for ensemble classifiers
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Feature set reduction by evolutionary selection and construction
KES-AMSTA'10 Proceedings of the 4th KES international conference on Agent and multi-agent systems: technologies and applications, Part II
Margin based sample weighting for stable feature selection
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Infosel++: information based feature selection C++ library
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
A class-specific ensemble feature selection approach for classification problems
Proceedings of the 48th Annual Southeast Regional Conference
Nearest-neighbor guided evaluation of data reliability and its applications
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Identifying user preferences with Wrapper-based Decision Trees
Expert Systems with Applications: An International Journal
Linear dimensionality reduction through eigenvector selection for object recognition
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Two learning approaches for a rule-based intuitive reasoner
Expert Systems with Applications: An International Journal
Feature selection applied to data from the Sloan digital sky survey
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Expert Systems with Applications: An International Journal
A Boolean function approach to feature selection in consistent decision information systems
Expert Systems with Applications: An International Journal
Comparison of soft-computing techniques for classification of intrusion-detection
MMES'10 Proceedings of the 2010 international conference on Mathematical models for engineering science
A hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Artificial Intelligence in Medicine
Hybrid feature selection method for supervised classification based on Laplacian score ranking
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Tuned data mining: a benchmark study on different tuners
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Information Sciences: an International Journal
A hybrid system for dental milling parameters optimisation
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Investigating a novel GA-based feature selection method using improved KNN classifiers
International Journal of Information and Communication Technology
Incorporating game theory in feature selection for text categorization
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
An ensemble of filters and classifiers for microarray data classification
Pattern Recognition
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
A hybrid approach to feature subset selection for brain-computer interface design
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Genetic algorithms to simplify prognosis of endocarditis
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Expert Systems with Applications: An International Journal
Decision tree based light weight intrusion detection using a wrapper approach
Expert Systems with Applications: An International Journal
Feature sub-set selection metrics for Arabic text classification
Pattern Recognition Letters
An effective feature selection method using dynamic information criterion
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Feature selection using hierarchical feature clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Application of NSGA-II to feature selection for facial expression recognition
Computers and Electrical Engineering
A parallel ACO algorithm to select terms to categorise longer documents
International Journal of Computational Science and Engineering
Survey and taxonomy of feature selection algorithms in intrusion detection system
Inscrypt'06 Proceedings of the Second SKLOIS conference on Information Security and Cryptology
Weighted principal component extraction with genetic algorithms
Applied Soft Computing
Flexible-Hybrid sequential floating search in statistical feature selection
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Estimation of the future earthquake situation by using neural networks ensemble
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
An enhanced ACO algorithm to select features for text categorization and its parallelization
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Feature subset selection with cumulate conditional mutual information minimization
Expert Systems with Applications: An International Journal
CISC'05 Proceedings of the First SKLOIS conference on Information Security and Cryptology
Feature selection for complex patterns
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Effective feature preprocessing for time series forecasting
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Predicting high-risk program modules by selecting the right software measurements
Software Quality Control
Gene ranking from microarray data for cancer classification: a machine learning approach
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
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
The application of adaptive partitioned random search in feature selection problem
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
E-Coli promoter recognition using neural networks with feature selection
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
A novel chinese text feature selection method based on probability latent semantic analysis
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
Searching for rules to detect defective modules: A subgroup discovery approach
Information Sciences: an International Journal
Heuristic search over a ranking for feature selection
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
BioLog: a browser based collaboration and resource navigation assistant for biomedical researchers
DILS'05 Proceedings of the Second international conference on Data Integration in the Life Sciences
Exploiting randomness for feature selection in multinomial logit: a CRM cross-sell application
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
A new maximum-relevance criterion for significant gene selection
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Integrated classifier hyperplane placement and feature selection
Expert Systems with Applications: An International Journal
Feature selection based on run covering
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Energy-based feature selection and its ensemble version
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Feature evaluation and selection with cooperative game theory
Pattern Recognition
An unsupervised feature selection framework based on clustering
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Comparing the dimensionality reduction methods in gene expression databases
Expert Systems with Applications: An International Journal
Improving nearest neighbor classification by elimination of noisy irrelevant features
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Automatic foldering of email messages: a combination approach
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Improving the ranking quality of medical image retrieval using a genetic feature selection method
Decision Support Systems
Clustering high dimensional data
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Sample aware embedded feature selection for reinforcement learning
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Data and feature reduction in fuzzy modeling through particle swarm optimization
Applied Computational Intelligence and Soft Computing
Unsupervised feature selection for linked social media data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Heterogeneous ensemble for feature drifts in data streams
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Learning to place new objects in a scene
International Journal of Robotics Research
Expert Systems: The Journal of Knowledge Engineering
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Genetic algorithm combined with support vector machine for building an intrusion detection system
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
A network intrusion detection system based on a Hidden Naïve Bayes multiclass classifier
Expert Systems with Applications: An International Journal
An effective early fraud detection method for online auctions
Electronic Commerce Research and Applications
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
International Journal of Business Intelligence and Data Mining
A three-phase method for patent classification
Information Processing and Management: an International Journal
Unsupervised feature relevance analysis applied to improve ECG heartbeat clustering
Computer Methods and Programs in Biomedicine
Computer Methods and Programs in Biomedicine
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Process-Specific Information for Learning Electronic Negotiation Outcomes
Fundamenta Informaticae
Feature extraction in protein sequences classification: a new stability measure
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Maximizing benefits from crowdsourced data
Computational & Mathematical Organization Theory
Wireless Personal Communications: An International Journal
A variance reduction framework for stable feature selection
Statistical Analysis and Data Mining
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Harmony-based feature selection to improve the nearest neighbor classification
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Divergence-based feature selection for separate classes
Neurocomputing
Feature selection using dynamic weights for classification
Knowledge-Based Systems
A multi-tier phishing detection and filtering approach
Journal of Network and Computer Applications
Automatic dimensionality estimation for manifold learning through optimal feature selection
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
RFS: Efficient feature selection method based on R-value
Computers in Biology and Medicine
Engineering Applications of Artificial Intelligence
International Journal of Information Security and Privacy
International Journal of Data Warehousing and Mining
A Comparison of Multi-label Feature Selection Methods using the Problem Transformation Approach
Electronic Notes in Theoretical Computer Science (ENTCS)
Efficient ant colony optimization for image feature selection
Signal Processing
Cartoon features selection using Diffusion Score
Signal Processing
Self-adaptive differential evolution for feature selection in hyperspectral image data
Applied Soft Computing
Unsupervised Feature Selection with Feature Clustering
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Feature selection for medical diagnosis: Evaluation for cardiovascular diseases
Expert Systems with Applications: An International Journal
Stacked ensemble coupled with feature selection for biomedical entity extraction
Knowledge-Based Systems
Toward an efficient and scalable feature selection approach for internet traffic classification
Computer Networks: The International Journal of Computer and Telecommunications Networking
Journal of Information Science
Latent feature learning in social media network
Proceedings of the 21st ACM international conference on Multimedia
Modeling plasma surface modification of textile fabrics using artificial neural networks
Engineering Applications of Artificial Intelligence
Supervised learning approaches and feature selection - a case study in diabetes
International Journal of Data Analysis Techniques and Strategies
Identification of micro RNA biomarkers for cancer by combining multiple feature selection techniques
Journal of Computational Methods in Sciences and Engineering
Computers in Biology and Medicine
Engineering Applications of Artificial Intelligence
Spatial distance join based feature selection
Engineering Applications of Artificial Intelligence
Feature selection filter for classification of power system operating states
Computers & Mathematics with Applications
Guiding multidimensional analysis using decision trees
CASCON '13 Proceedings of the 2013 Conference of the Center for Advanced Studies on Collaborative Research
Artificial Intelligence in Medicine
A new matching strategy for content based image retrieval system
Applied Soft Computing
Supervised hybrid feature selection based on PSO and rough sets for medical diagnosis
Computer Methods and Programs in Biomedicine
A threshold fuzzy entropy based feature selection for medical database classification
Computers in Biology and Medicine
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
Shape classification by manifold learning in multiple observation spaces
Information Sciences: an International Journal
Fuzzy clustering with biological knowledge for gene selection
Applied Soft Computing
Selection of discriminative sub-regions for palmprint recognition
Multimedia Tools and Applications
A scatter method for data and variable importance evaluation
Integrated Computer-Aided Engineering
Lazy attribute selection: Choosing attributes at classification time
Intelligent Data Analysis
Feature subset selection using improved binary gravitational search algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Hi-index | 0.03 |
This paper introduces concepts and algorithms of feature selection, surveys existing feature selection algorithms for classification and clustering, groups and compares different algorithms with a categorizing framework based on search strategies, evaluation criteria, and data mining tasks, reveals unattempted combinations, and provides guidelines in selecting feature selection algorithms. With the categorizing framework, we continue our efforts toward building an integrated system for intelligent feature selection. A unifying platform is proposed as an intermediate step. An illustrative example is presented to show how existing feature selection algorithms can be integrated into a meta algorithm that can take advantage of individual algorithms. An added advantage of doing so is to help a user employ a suitable algorithm without knowing details of each algorithm. Some real-world applications are included to demonstrate the use of feature selection in data mining. We conclude this work by identifying trends and challenges of feature selection research and development.