Loading...

Sparse Covariance Matrix Estimation With Eigenvalue Constraints

We propose a new approach for estimating high-dimensional, positive-definite covariance matrices. Our method extends the generalized thresholding operator by adding an explicit eigenvalue constraint. The estimated covariance matrix simultaneously achieves sparsity and positive definiteness. The esti...

Full description

Saved in:
Bibliographic Details
Published in:J Comput Graph Stat
Main Authors: LIU, Han, WANG, Lie, ZHAO, Tuo
Format: Artigo
Language:Inglês
Published: 2014
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4303596/
https://ncbi.nlm.nih.gov/pubmed/25620866
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/10618600.2013.782818
Tags: Add Tag
No Tags, Be the first to tag this record!