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Using zero-norm constraint for sparse probability density function estimation

Published in International Journal of Systems Science • Apr 12, 2011
NobleIDNI7P60W67R12S18
Authors:
Xia Hong
,
Sheng Chen
,
C.J. Harris

Abstract

A new sparse kernel probability density function (pdf) estimator based on zero-norm constraint is constructed using the classical Parzen window (PW) estimate as the target function. The so-called zero-norm of the parameters is used in order to achieve enhanced model sparsity, and it is suggested to ...

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