On the feature selection criterion based on an approximation of multidimensional mutual information.
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- Record sourced from PubMed, PMID 20489237.
- Also identified by DOI 10.1109/TPAMI.2010.62.
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Abstract
We derive the feature selection criterion presented in [CHECK END OF SENTENCE] and [CHECK END OF SENTENCE] from the multidimensional mutual information between features and the class. Our derivation: 1) specifies and validates the lower-order dependency assumptions of the criterion and 2) mathematically justifies the utility of the criterion by relating it to Bayes classification error.