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
Selection of relevant features and examples in machine learning
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
Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Theoretical and Empirical Analysis of ReliefF and RReliefF
Machine Learning
An introduction to variable and feature selection
The Journal of Machine Learning Research
Margin based feature selection - theory and algorithms
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Testing the significance of attribute interactions
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Fast Binary Feature Selection with Conditional Mutual Information
The Journal of Machine Learning Research
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
Searching for Interacting Features for Spam Filtering
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
Mining non-redundant high order correlations in binary data
Proceedings of the VLDB Endowment
REDUS: finding reducible subspaces in high dimensional data
Proceedings of the 17th ACM conference on Information and knowledge management
A filter model for feature subset selection based on genetic algorithm
Knowledge-Based Systems
Feature Construction and Feature Selection in Presence of Attribute Interactions
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Analytical features: a knowledge-based approach to audio feature generation
EURASIP Journal on Audio, Speech, and Music Processing
Evolutionary multi-feature construction for data reduction: A case study
Applied Soft Computing
A dependency-based search strategy for feature selection
Expert Systems with Applications: An International Journal
Combining Feature Selection and Local Modelling in the KDD Cup 99 Dataset
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Consistency-Based Feature Selection
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
A Consistency-Constrained Feature Selection Algorithm with the Steepest Descent Method
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Ultrahigh Dimensional Feature Selection: Beyond The Linear Model
The Journal of Machine Learning Research
Filter methods for feature selection: a comparative study
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Expert Systems with Applications: An International Journal
Local modeling classifier for microarray gene-expression data
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Expert Systems with Applications: An International Journal
An ensemble of filters and classifiers for microarray data classification
Pattern Recognition
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
Developing cognitive models for social simulation from survey data
SBP'10 Proceedings of the Third international conference on Social Computing, Behavioral Modeling, and Prediction
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A network intrusion detection system based on a Hidden Naïve Bayes multiclass classifier
Expert Systems with Applications: An International Journal
A feature subset selection algorithm automatic recommendation method
Journal of Artificial Intelligence Research
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Feature interaction presents a challenge to feature selection for classification. A feature by itself may have little correlation with the target concept, but when it is combined with some other features, they can be strongly correlated with the target concept. Unintentional removal of these features can result in poor classification performance. Handling feature interaction can be computationally intractable. Recognizing the presence of feature interaction, we propose to efficiently handle feature interaction to achieve efficient feature selection and present extensive experimental results of evaluation.