Title
Generalized Mutual-Information Based Independence Tests
Abstract
We derive independence tests by means of dependence measures thresholding in a semiparametric context. Precisely, estimates of mutual information associated to phi-divergences are derived through the dual representations of phi-divergences. The asymptotic properties of the estimates are established, including consistency, asymptotic distribution and large deviations principle. The related tests of independence are compared through their relative asymptotic Bahadur efficiency and numerical simulations.
Year
DOI
Venue
2015
10.1007/978-3-319-25040-3_49
GEOMETRIC SCIENCE OF INFORMATION, GSI 2015
DocType
Volume
ISSN
Conference
9389
0302-9743
Citations 
PageRank 
References 
0
0.34
0
Authors
2
Name
Order
Citations
PageRank
Amor Keziou1315.57
philippe regnault201.01