Automatic texture feature selection for image pixel classification
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
Feature selection and classification model construction on type 2 diabetic patients' data
Artificial Intelligence in Medicine
Knowledge construction from time series data using a collaborative exploration system
Journal of Biomedical Informatics
Feature selection algorithms in classification problems: an experimental evaluation
AIKED'05 Proceedings of the 4th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering Data Bases
New approach for extracting knowledge from the XCS learning classifier system
International Journal of Hybrid Intelligent Systems
Feature selection algorithms in classification problems: an experimental evaluation
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
Ranking and selection of features for improved prediction of nucleosome occupancy and modification
MCBC'08 Proceedings of the 9th WSEAS International Conference on Mathematics & Computers In Biology & Chemistry
One Lead ECG Based Personal Identification with Feature Subspace Ensembles
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Exploiting temporal contexts in text classification
Proceedings of the 17th ACM conference on Information and knowledge management
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
An optimization of ReliefF for classification in large datasets
Data & Knowledge Engineering
Rank Aggregation Based Text Feature Selection
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Optimal value of information in graphical models
Journal of Artificial Intelligence Research
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
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
Addressing the problems of data-centric physiology-affect relations modeling
Proceedings of the 15th international conference on Intelligent user interfaces
Supportive utility of irrelevant features in data preprocessing
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Improving automatic music genre classification with hybrid content-based feature vectors
Proceedings of the 2010 ACM Symposium on Applied Computing
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Applying cost sensitive feature selection in an electric database
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Increasing classification robustness with adaptive features
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Application-independent feature selection for texture classification
Pattern Recognition
Assessment of the influence of adaptive components in trainable surface inspection systems
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
Discovering highly informative feature sets from data streams
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
The Knowledge Engineering Review
A general multi-relational classification approach using feature generation and selection
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A dimensionality reduction based on feature quality measure
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
Predicting problem difficulty for genetic programming applied to data classification
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Freedom of choice and creativity in multicriteria decision making
KICSS'10 Proceedings of the 5th international conference on Knowledge, information, and creativity support systems
A novel feature selection approach and its application
CIS'04 Proceedings of the First international conference on Computational and Information Science
Power system database feature selection using a relaxed perceptron paradigm
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Most Relevant Explanation: computational complexity and approximation methods
Annals of Mathematics and Artificial Intelligence
Constructive meta-level feature selection method based on method repositories
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
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
Feature selection algorithm for data with both nominal and continuous features
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
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
Gene selection and classification of human lymphoma from microarray data
ISBMDA'05 Proceedings of the 6th International conference on Biological and Medical Data Analysis
An optimization approach for feature selection in an electric billing database
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV
Feature selection and classification model construction on type 2 diabetic patient’s data
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
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 evaluation and selection with cooperative game theory
Pattern Recognition
An eye-hand data fusion framework for pervasive sensing of surgical activities
Pattern Recognition
Feature selection using structural similarity
Information Sciences: an International Journal
Finding optimal decision scores by evolutionary strategies
Artificial Intelligence in Medicine
PostRank: a new algorithm for incremental finding of persian blog representative words
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Feature selection for optimizing traffic classification
Computer Communications
Ensemble approaches for regression: A survey
ACM Computing Surveys (CSUR)
An Improved Axiomatic Definition of Information Granulation
Fundamenta Informaticae
Feature selection using dynamic weights for classification
Knowledge-Based Systems
Analytic feature selection for support vector machines
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Optimal airline ticket purchasing using automated user-guided feature selection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Feature selection filter for classification of power system operating states
Computers & Mathematics with Applications
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
A novel feature subset selection algorithm based on association rule mining
Intelligent Data Analysis
User-driven feature space transformation
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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In view of the substantial number of existing feature selection algorithms, the need arises to count on criteria that enables to adequately decide which algorithm to us in certain situations.This work assess the performance of several fundamental algorithms found in the literature in a controlled scenario.A scoring measure ranks the algorithms by taking into account the amount of relevance, irrelevance and redundance on sample data sets.This measure computer the degree of matching between the output given by the algorithm and the know optimal solution.Sample size effects are also studied.