Risk Bounds for Mixture Density Estimation

In this paper we focus on the problem of estimating a boundeddensity using a finite combination of densities from a givenclass. We consider the Maximum Likelihood Procedure (MLE) and the greedy procedure described by Li and Barron. Approximation and estimation bounds are given for the above methods....

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Bibliographic Details
Main Authors: Rakhlin, Alexander, Panchenko, Dmitry, Mukherjee, Sayan
Language:en_US
Published: 2005
Subjects:
Online Access:http://hdl.handle.net/1721.1/30443

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