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Nonparametric decentralized detection using kernel methods

✍ Scribed by Nguyen, X.; Wainwright, M.J.; Jordan, M.I.

Book ID
119822124
Publisher
IEEE
Year
2005
Tongue
English
Weight
744 KB
Volume
53
Category
Article
ISSN
1053-587X

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Using nonparametric kernel estimation method, we propose a consistent test for independence of two random vectors based on the L2 norm of difference between the joint density and the product of their marginals. A Monte Carlo study is carried out to examine the finite sample performance of the propos