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Probability density estimation by regularization method

Published • Aug 24, 2005
NobleIDNI3P85W76R50S81
Authors:
Kenji Fukumizu
,
Sumio Watanabe

Abstract

Learning in neural networks can be considered as estimation of a probability distribution. However it is an ill-posed problem to find the maximum likelihood estimator in the density function space. In this paper, adding a regularization term, a method to select the best density function is proposed....

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