On the Potential Inadequacy of Mutual Information for Feature Selection.
Benoît FrénayGauthier DoquireMichel VerleysenPublished in: ESANN (2012)
Keyphrases
- mutual information
- feature selection
- conditional mutual information
- information theoretic
- information gain
- image registration
- similarity measure
- medical image registration
- multi modal image registration
- text categorization
- information theoretic measures
- classification accuracy
- high dimensionality
- statistical dependence
- kullback leibler divergence
- selection criterion
- real time
- text classification
- feature extraction
- machine learning
- naive bayes
- microarray data
- feature subset
- multi class
- feature weighting
- multiresolution
- image analysis
- preprocessing
- normalized mutual information
- learning algorithm
- method for feature selection
- database