C4.5: programs for machine learning
C4.5: programs for machine learning
Learning Boolean concepts in the presence of many irrelevant features
Artificial Intelligence
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 mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Multiple Comparisons in Induction Algorithms
Machine Learning
Feature selection in unsupervised learning via evolutionary search
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
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
Machine Learning
Feature Selection for Knowledge Discovery and Data Mining
Feature Selection for Knowledge Discovery and Data Mining
Discretization: An Enabling Technique
Data Mining and Knowledge Discovery
Unsupervised Feature Selection Applied to Content-Based Retrieval of Lung Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature selection for high-dimensional genomic microarray data
ICML '01 Proceedings of the Eighteenth 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
Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Feature Selection with Selective Sampling
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
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
Theoretical and Empirical Analysis of ReliefF and RReliefF
Machine Learning
An introduction to variable and feature selection
The Journal of Machine Learning Research
An extensive empirical study of feature selection metrics for text classification
The Journal of Machine Learning Research
Consistency-based search in feature selection
Artificial Intelligence
Redundancy based feature selection for microarray data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A New Dependency and Correlation Analysis for Features
IEEE Transactions on Knowledge and Data Engineering
A content-based image retrieval system for fish taxonomy
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Stochastic Algorithm for Feature Selection in Pattern Recognition
The Journal of Machine Learning Research
Consistent Feature Selection for Pattern Recognition in Polynomial Time
The Journal of Machine Learning Research
Markov blanket-embedded genetic algorithm for gene selection
Pattern Recognition
Localized feature selection for clustering
Pattern Recognition Letters
Machine learning: a review of classification and combining techniques
Artificial Intelligence Review
MEDIC: Medical embedded device for individualized care
Artificial Intelligence in Medicine
A systematic study on attribute reduction with rough sets based on general binary relations
Information Sciences: an International Journal
Semi-supervised visual clustering for spherical coordinates systems
Proceedings of the 2008 ACM symposium on Applied computing
Proceedings of the 2008 ACM symposium on Applied computing
TCM-KNN scheme for network anomaly detection using feature-based optimizations
Proceedings of the 2008 ACM symposium on Applied computing
Mixed feature selection based on granulation and approximation
Knowledge-Based Systems
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Stable feature selection via dense feature groups
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Memetic Algorithms for Feature Selection on Microarray Data
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Optimizing Feature Sets for Structured Data
ECML '07 Proceedings of the 18th European conference on Machine Learning
Feature Ranking Ensembles for Facial Action Unit Classification
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
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
Ensemble Approaches to Facial Action Unit Classification
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
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
Reliable Probabilistic Classification and Its Application to Internet Traffic
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Feature selection based-on genetic algorithm for image annotation
Knowledge-Based Systems
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
Feature selection with dynamic mutual information
Pattern Recognition
Feature cluster selection for high-throughput data analysis
International Journal of Data Mining and Bioinformatics
Consensus group stable feature selection
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Feature Subset Selection for Supervised Learning using Fractal Dimension
Proceedings of the 2005 conference on Advances in Logic Based Intelligent Systems: Selected Papers of LAPTEC 2005
Supervised Machine Learning: A Review of Classification Techniques
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Pareto front feature selection: using genetic programming to explore feature space
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Prediction and Inheritance of Phenotypes
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part I: Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira's Scientific Legacy
A Cluster-Based Feature Selection Approach
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Unearth the Hidden Supportive Information for an Intelligent Medical Diagnostic System
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A dependency-based search strategy for feature selection
Expert Systems with Applications: An International Journal
Relevance and Redundancy Analysis for Ensemble Classifiers
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Information Technology and Management
Stable and Accurate Feature Selection
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Dimensionality reduction oriented toward the feature visualization for ischemia detection
IEEE Transactions on Information Technology in Biomedicine - Special section on biomedical informatics
Normalized mutual information feature selection
IEEE Transactions on Neural Networks
Selecting features of linear-chain conditional random fields via greedy stage-wise algorithms
Pattern Recognition Letters
Feature Selection via Maximizing Neighborhood Soft Margin
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Functional Feature Selection by Weighted Projections in Pathological Voice Detection
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Ensemble gene selection by grouping for microarray data classification
Journal of Biomedical Informatics
Face recognition using dual-tree complex wavelet features
IEEE Transactions on Image Processing
Are more features better? a response to attributes reduction using fuzzy rough sets
IEEE Transactions on Fuzzy Systems
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
Bagging Constraint Score for feature selection with pairwise constraints
Pattern Recognition
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
A novel feature selection approach by hybrid genetic algorithm
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Stopping criteria for ensemble-based feature selection
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Incorporating prior domain knowledge into a kernel based feature selection algorithm
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
An effective gene selection method based on relevance analysis and discernibility matrix
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Application of rough sets in pattern recognition
Transactions on rough sets VII
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Correlation-based relevancy and redundancy measures for efficient gene selection
PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics
extraRelief: improving relief by efficient selection of instances
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Ensemble gene selection for cancer classification
Pattern Recognition
Identification of Full and Partial Class Relevant Genes
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A novel metric for redundant gene elimination based on discriminative contribution
ISBRA'08 Proceedings of the 4th international conference on Bioinformatics research and applications
Importance degree of features and feature selection
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
First and second order sensitivity analysis of MLP
Neurocomputing
Weighted feature extraction with a functional data extension
Neurocomputing
Feature selection for Bayesian network classifiers using the MDL-FS score
International Journal of Approximate Reasoning
Towards a memetic feature selection paradigm
IEEE Computational Intelligence Magazine
Expert Systems with Applications: An International Journal
Two novel feature selection methods based on decomposition and composition
Expert Systems with Applications: An International Journal
Multi-model classification method in heterogeneous image databases
Pattern Recognition
Feature Selection by Approximating the Markov Blanket in a Kernel-Induced Space
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
An empirical study of the evolution of Eclipse third-party plug-ins
Proceedings of the Joint ERCIM Workshop on Software Evolution (EVOL) and International Workshop on Principles of Software Evolution (IWPSE)
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
BI'10 Proceedings of the 2010 international conference on Brain informatics
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
Infosel++: information based feature selection C++ library
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Multi-agent learning by distributed feature extraction
ALAMAS'05/ALAMAS'06/ALAMAS'07 Proceedings of the 5th , 6th and 7th European conference on Adaptive and learning agents and multi-agent systems: adaptation and multi-agent learning
Application classification through monitoring and learning of resource consumption patterns
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Improving the Computational Efficiency of Recursive Cluster Elimination for Gene Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Constraint scores for semi-supervised feature selection: A comparative study
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Extended fast feature selection for classification modeling
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
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
Correntropy based feature selection using binary projection
Pattern Recognition
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Information Sciences: an International Journal
Distributed learning with data reduction
Transactions on computational collective intelligence IV
Robust, non-redundant feature selection for yield analysis in semiconductor manufacturing
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
Eigenvector sensitive feature selection for spectral clustering
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Feature subset selection wrapper based on mutual information and rough sets
Expert Systems with Applications: An International Journal
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
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Feature selection using hierarchical feature clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
Graphical feature selection for multilabel classification tasks
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Scalability analysis of ANN training algorithms with feature selection
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Disease Liability Prediction from Large Scale Genotyping Data Using Classifiers with a Reject Option
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Power system database feature selection using a relaxed perceptron paradigm
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Computers in Biology and Medicine
Feature subset selection with cumulate conditional mutual information minimization
Expert Systems with Applications: An International Journal
A fractal dimension based filter algorithm to select features for supervised learning
IBERAMIA-SBIA'06 Proceedings of the 2nd international joint conference, and Proceedings of the 10th Ibero-American Conference on AI 18th Brazilian conference on Advances in Artificial Intelligence
On the use of variable complementarity for feature selection in cancer classification
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Improved feature selection algorithm based on SVM and correlation
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
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
Active learning for probabilistic neural networks
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
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
Feature selection in an electric billing database considering attribute inter-dependencies
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
Feature analysis and classification of classical musical instruments: an empirical study
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
Choosing parameters for random subspace ensembles for fMRI classification
MCS'10 Proceedings of the 9th international conference on Multiple Classifier Systems
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
The Journal of Machine Learning Research
A Top-r Feature Selection Algorithm for Microarray Gene Expression Data
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Feature selection for MAUC-oriented classification systems
Neurocomputing
Fast feature selection aimed at high-dimensional data via hybrid-sequential-ranked searches
Expert Systems with Applications: An International Journal
Not so greedy: Randomly Selected Naive Bayes
Expert Systems with Applications: An International Journal
An unsupervised approach to feature discretization and selection
Pattern Recognition
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Improving the ranking quality of medical image retrieval using a genetic feature selection method
Decision Support Systems
An information theoretic approach for feature selection
Security and Communication Networks
A reduct derived from feature selection
Pattern Recognition Letters
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design
Mining emerging patterns by streaming feature selection
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Selecting feature subset via constraint association rules
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Efficient feature selection filters for high-dimensional data
Pattern Recognition Letters
An effective early fraud detection method for online auctions
Electronic Commerce Research and Applications
Kernelized Fuzzy Rough Sets Based Yawn Detection for Driver Fatigue Monitoring
Fundamenta Informaticae - Knowledge Technology
Forward feature selection based on approximate markov blanket
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
An adaption of relief for redundant feature elimination
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Memetic three-dimensional gabor feature extraction for hyperspectral imagery classification
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
A collective ranking method for genome-wide association studies
Proceedings of the ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Feature selection for link prediction
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Mutual information based input feature selection for classification problems
Decision Support Systems
Divergence-based feature selection for separate classes
Neurocomputing
Feature selection using dynamic weights for classification
Knowledge-Based Systems
Attribute selection based on a new conditional entropy for incomplete decision systems
Knowledge-Based Systems
A genetic programming approach to hyper-heuristic feature selection
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
International Journal of Information Security and Privacy
Feature Based Rule Learner in Noisy Environment Using Neighbourhood Rough Set Model
International Journal of Software Science and Computational Intelligence
Toward the scalability of neural networks through feature selection
Expert Systems with Applications: An International Journal
Intelligent water drops algorithm for rough set feature selection
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
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
Quantum adiabatic machine learning
Quantum Information Processing
Selection of interdependent genes via dynamic relevance analysis for cancer diagnosis
Journal of Biomedical Informatics
A local information-based feature-selection algorithm for data regression
Pattern Recognition
Comparison of text feature selection policies and using an adaptive framework
Expert Systems with Applications: An International Journal
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Stable Feature Selection with Minimal Independent Dominating Sets
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Modeling plasma surface modification of textile fabrics using artificial neural networks
Engineering Applications of Artificial Intelligence
Gene selection with guided regularized random forest
Pattern Recognition
Engineering Applications of Artificial Intelligence
Robotics and Autonomous Systems
Cost-effective activity recognition on mobile devices
BodyNets '13 Proceedings of the 8th International Conference on Body Area Networks
A new matching strategy for content based image retrieval system
Applied Soft Computing
Speeding up incremental wrapper feature subset selection with Naive Bayes classifier
Knowledge-Based Systems
PLS-based recursive feature elimination for high-dimensional small sample
Knowledge-Based Systems
A threshold fuzzy entropy based feature selection for medical database classification
Computers in Biology and Medicine
Hybridising harmony search with a Markov blanket for gene selection problems
Information Sciences: an International Journal
Efficient feature size reduction via predictive forward selection
Pattern Recognition
Hi-index | 0.02 |
Feature selection is applied to reduce the number of features in many applications where data has hundreds or thousands of features. Existing feature selection methods mainly focus on finding relevant features. In this paper, we show that feature relevance alone is insufficient for efficient feature selection of high-dimensional data. We define feature redundancy and propose to perform explicit redundancy analysis in feature selection. A new framework is introduced that decouples relevance analysis and redundancy analysis. We develop a correlation-based method for relevance and redundancy analysis, and conduct an empirical study of its efficiency and effectiveness comparing with representative methods.