Feature selection with dynamic mutual information

DOI10.1016/j.patcog.2008.10.028zbMath1183.68540OpenAlexW2008794359MaRDI QIDQ1015191

Jigui Sun, Hua-Wen Liu, Huijie Zhang, Lei Liuand

Publication date: 7 May 2009

Published in: Pattern Recognition (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.patcog.2008.10.028

zbMATH Keywords

classificationmutual informationfeature selectionfilter method

Mathematics Subject Classification ID

Pattern recognition, speech recognition (68T10)

Related Items (12)

Classification and prediction of erythemato-squamous diseases through tensor-based learning ⋮ Time-efficient estimation of conditional mutual information for variable selection in classification ⋮ A relative decision entropy-based feature selection approach ⋮ Novel soft subspace clustering with multi-objective evolutionary approach for high-dimensional data ⋮ BASSUM: a Bayesian semi-supervised method for classification feature selection ⋮ Multiclass classification of cardiac arrhythmia using improved feature selection and SVM invariants ⋮ Parallel attribute reduction algorithms using MapReduce ⋮ Bagging constraint score for feature selection with pairwise constraints ⋮ Correntropy based feature selection using binary projection ⋮ Feature selection for Bayesian network classifiers using the MDL-FS score ⋮ Image based techniques for crack detection, classification and quantification in asphalt pavement: a review ⋮ Novel self-adjusted particle swarm optimization algorithm for feature selection

Uses Software

• UCI-ml
• C4.5
• ReliefF

Cites Work

• Consistency-based search in feature selection
• A selective sampling approach to active feature selection
• A unified framework for semi-supervised dimensionality reduction
• Selection of relevant features and examples in machine learning
• Wrappers for feature subset selection
• An efficient estimator of pattern recognition system error probability
• On the approximability of minimizing nonzero variables or unsatisfied relations in linear systems
• Selective sampling for nearest neighbor classifiers
• Theoretical and empirical analysis of ReliefF and RReliefF
• A formalism for relevance and its application in feature subset selection
• Active learning for logistic regression: an evaluation
• Invariant optimal feature selection: A distance discriminant and feature ranking based solution
• Constraint score: A new filter method for feature selection with pairwise constraints
• 10.1162/153244303322753616
• 10.1162/153244303322753670
• Combined SVM-based feature selection and classification
• Adaptive intrusion detection: A data mining approach
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