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Fusing Eigenvalues

Published • Apr 17, 2019
NobleIDNI1P72W45R87S98
Authors:
Shahab Basiri
,
Esa Ollila
,
Gordana Drašković

Abstract

In this paper, we propose a new regularized (penalized) covariance matrix estimator which encourages grouping of the eigenvalues by penalizing large differences (gaps) between successive eigenvalues. This is referred to as fusing eigenvalues (eFusion). The proposed penalty function utilizes Tukey's ...

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