A new filter feature selection algorithm for classification task by ensembling pearson correlation coefficient and mutual information

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy

Fuhui Long, Chen Ding · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 10.5K citations

Computing, Computer Science, Data Mining +16

A survey on feature selection methods

Girish Chandrashekar, Ferat Sahin · Computers & Electrical Engineering · 2013 · 5.1K citations

Computing, Computer Science, Data Science +12

A Comparison of Alternative Tests of Significance for the Problem of $m$ Rankings

Milton Friedman · The Annals of Mathematical Statistics · 1940 · 2.7K citations · Full text

Natural Sciences, Biostatistics, Statistics +9

Using mutual information for selecting features in supervised neural net learning

Roberto Battiti · IEEE Transactions on Neural Networks · 1994 · 2.6K citations

Computing, Computer Science, Artificial Intelligence +16