A practical approach to feature selection
ML92 Proceedings of the ninth international workshop on Machine learning
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Floating search methods in feature selection
Pattern Recognition Letters
Data mining and knowledge discovery in databases
Communications of the ACM
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
Unsupervised feature evaluation: a neuro-fuzzy approach
IEEE Transactions on Neural Networks
Improving similarity measures of histograms using smoothing projections
Pattern Recognition Letters
Subspace clustering for high dimensional data: a review
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Automated hierarchical mixtures of probabilistic principal component analyzers
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Simultaneous Feature Selection and Clustering Using Mixture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient Feature Selection via Analysis of Relevance and Redundancy
The Journal of Machine Learning Research
Toward Integrating Feature Selection Algorithms for Classification and Clustering
IEEE Transactions on Knowledge and Data Engineering
Feature Subset Selection and Feature Ranking for Multivariate Time Series
IEEE Transactions on Knowledge and Data Engineering
Cross-relational clustering with user's guidance
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Choosing SNPs Using Feature Selection
CSB '05 Proceedings of the 2005 IEEE Computational Systems Bioinformatics Conference
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Combining Feature Reduction and Case Selection in Building CBR Classifiers
IEEE Transactions on Knowledge and Data Engineering
Information-preserving hybrid data reduction based on fuzzy-rough techniques
Pattern Recognition Letters
An outlier-based data association method for linking criminal incidents
Decision Support Systems - Special issue: Intelligence and security informatics
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature Subset Selection and Ranking for Data Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning word senses with feature selection and order identification capabilities
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
A case-based reasoning system for PCB principal process parameter identification
Expert Systems with Applications: An International Journal
A fast and effective method to find correlations among attributes in databases
Data Mining and Knowledge Discovery
Fuzzy feature selection based on min-max learning rule and extension matrix
Pattern Recognition
Localized feature selection for clustering
Pattern Recognition Letters
A correlation-based model for unsupervised feature selection
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Predictor output sensitivity and feature similarity-based feature selection
Fuzzy Sets and Systems
Guilt-by-association feature selection: Identifying biomarkers from proteomic profiles
Journal of Biomedical Informatics
Consensus unsupervised feature ranking from multiple views
Pattern Recognition Letters
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Hierarchical fuzzy filter method for unsupervised feature selection
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Developing a feature weight self-adjustment mechanism for a K-means clustering algorithm
Computational Statistics & Data Analysis
Informative sampling for large unbalanced data sets
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Objective reduction using a feature selection technique
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Unsupervised feature selection for principal components analysis
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Perfect Population Classification on Hapmap Data with a Small Number of SNPs
Neural Information Processing
A new feature selection method for Gaussian mixture clustering
Pattern Recognition
Online phenotype discovery based on minimum classification error model
Pattern Recognition
Feature Selection for Clustering on High Dimensional Data
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Expert Systems with Applications: An International Journal
Feature selection with dynamic mutual information
Pattern Recognition
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 selection based on loss-margin of nearest neighbor classification
Pattern Recognition
A Cluster-Based Feature Selection Approach
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Unsupervised Feature Selection in High Dimensional Spaces and Uncertainty
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Feature subset selection in large dimensionality domains
Pattern Recognition
Topic and keyword re-ranking for LDA-based topic modeling
Proceedings of the 18th ACM conference on Information and knowledge management
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
IEEE Transactions on Information Technology in Biomedicine - Special section on computational intelligence in medical systems
Improved Visual Clustering through Unsupervised Dimensionality Reduction
RSFDGrC '09 Proceedings of the 12th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
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
An outlier-based data association method for linking criminal incidents
Decision Support Systems - Special issue: Intelligence and security informatics
Object tracking based on the combination of learning and cascade particle filter
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
The research of feature selection model based on the game theory
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Feature selection for genomic data sets through feature clustering
International Journal of Data Mining and Bioinformatics
Tree view self-organisation of web content
Neurocomputing
Feature analysis and classification of protein secondary structure data
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Combining image, voice, and the patient's questionnaire data to categorize laryngeal disorders
Artificial Intelligence in Medicine
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Criminal incident data association using the OLAP technology
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
Unsupervised texture segmentation using feature selection and fusion
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Discriminative codeword selection for image representation
Proceedings of the international conference on Multimedia
Evolutionary-rough feature selection for face recognition
Transactions on rough sets XII
Clustering of human motions based on feature-level fusion of multiple body sensor data
Proceedings of the 1st ACM International Health Informatics Symposium
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Nearest-neighbor guided evaluation of data reliability and its applications
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Measures for unsupervised fuzzy-rough feature selection
International Journal of Hybrid Intelligent Systems - Advances in Intelligent Agent Systems
RFID-based human behavior modeling and anomaly detection for elderly care
Mobile Information Systems
RFID-based human behavior modeling and anomaly detection for elderly care
Mobile Information Systems
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
Document clustering using synthetic cluster prototypes
Data & Knowledge Engineering
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Adapt the mRMR criterion for unsupervised feature selection
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A Boolean function approach to feature selection in consistent decision information systems
Expert Systems with Applications: An International Journal
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Unsupervised feature selection for salient object detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A robust template tracking algorithm with weighted active drift correction
Pattern Recognition Letters
Feature selection and fusion for texture classification
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Multi-objective genetic algorithm evaluation in feature selection
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Correntropy based feature selection using binary projection
Pattern Recognition
Hierarchical audio content classification system using an optimal feature selection algorithm
Multimedia Tools and Applications
A filter based feature selection approach using lempel ziv complexity
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Information Sciences: an International Journal
Graph Laplacian for semi-supervised feature selection in regression problems
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Investigating a novel GA-based feature selection method using improved KNN classifiers
International Journal of Information and Communication Technology
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
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Decision tree based light weight intrusion detection using a wrapper approach
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
TIARA: Interactive, Topic-Based Visual Text Summarization and Analysis
ACM Transactions on Intelligent Systems and Technology (TIST)
Conditional infomax learning: an integrated framework for feature extraction and fusion
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Fuzzy criteria for feature selection
Fuzzy Sets and Systems
An affinity-based new local distance function and similarity measure for kNN algorithm
Pattern Recognition Letters
Immune multiobjective optimization algorithm for unsupervised feature selection
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
A hybrid classifier based on rough set theory and support vector machines
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Relevant gene selection using normalized cut clustering with maximal compression similarity measure
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
A new maximum-relevance criterion for significant gene selection
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Unsupervised gene selection and clustering using simulated annealing
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
An unsupervised feature selection framework based on clustering
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
An algorithm for sample and data dimensionality reduction using fast simulated annealing
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Large-margin feature selection for monotonic classification
Knowledge-Based Systems
A semi-supervised feature ranking method with ensemble learning
Pattern Recognition Letters
A new fuzzy segmentation approach based on S-FCM type 2 using LBP-GCO features
Image Communication
An unsupervised approach to feature discretization and selection
Pattern Recognition
Efficient feature selection filters for high-dimensional data
Pattern Recognition Letters
Localized graph-based feature selection for clustering
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Unsupervised feature selection in digital mammogram image using rough set theory
International Journal of Bioinformatics Research and 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
Unsupervised fuzzy-rough set-based dimensionality reduction
Information Sciences: an International Journal
A scalable approach to simultaneous evolutionary instance and feature selection
Information Sciences: an International Journal
International Journal of Data Warehousing and Mining
Dimensionality reduction in data summarization approach to learning relational data
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
On online high-dimensional spherical data clustering and feature selection
Engineering Applications of Artificial Intelligence
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
ACSC '11 Proceedings of the Thirty-Fourth Australasian Computer Science Conference - Volume 113
Wavelet neural networks: A practical guide
Neural Networks
L1 graph based on sparse coding for feature selection
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Discriminative two-level feature selection for realistic human action recognition
Journal of Visual Communication and Image Representation
Computers in Biology and Medicine
Engineering Applications of Artificial Intelligence
A survey on feature selection methods
Computers and Electrical Engineering
Mixed feature selection in incomplete decision table
Knowledge-Based Systems
Integration of dense subgraph finding with feature clustering for unsupervised feature selection
Pattern Recognition Letters
Feature ranking fusion for text classifier
Intelligent Data Analysis
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In this article, we describe an unsupervised feature selection algorithm suitable for data sets, large in both dimension and size. The method is based on measuring similarity between features whereby redundancy therein is removed. This does not need any search and, therefore, is fast. A new feature similarity measure, called maximum information compression index, is introduced. The algorithm is generic in nature and has the capability of multiscale representation of data sets. The superiority of the algorithm, in terms of speed and performance, is established extensively over various real-life data sets of different sizes and dimensions. It is also demonstrated how redundancy and information loss in feature selection can be quantified with an entropy measure.