Fast and efficient algorithm for matrix completion via closed-form 2/3-thresholding operator

Matrix completion is arguably one of the most studied problems in machine learning and data analysis. Inspired by the closed-form formulas for L2/3 regularization, we employ the Schatten 2/3 quasi-norm to approximate the rank of a matrix, which can provide a better approximation than traditional way...

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Bibliographic Details

Published in:	Neurocomputing (Amsterdam) Vol. 330; pp. 212 - 222
Main Authors:	Wang, Zhi, Wang, Wendong, Wang, Jianjun, Chen, Siqi
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 22.02.2019
Subjects:	2/3-thresholding operator Closed-form formulas of L2/3 regularization Fixed point iterative thresholding algorithm Matrix completion Fixed point iterative thresholding algorithm Closed-form formulas of L2/3 regularization 2/3-thresholding operator Matrix completion
ISSN:	0925-2312, 1872-8286
Online Access:	Get full text
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