DocumentCode
1525230
Title
Matrix Completion à la Dempster by the Principle of Parsimony
Author
Ferrante, Augusto ; Pavon, Michele
Author_Institution
Dipt. di Ing. dell´´Inf., Univ. di Padova, Padova, Italy
Volume
57
Issue
6
fYear
2011
fDate
6/1/2011 12:00:00 AM
Firstpage
3925
Lastpage
3931
Abstract
Dempster´s covariance selection method is extended first to general nonsingular matrices and then to full rank rectangular matrices. Dempster observed that his completion solved a maximum entropy problem. We show that our generalized completions are also solutions of a suitable entropy-like variational problem.
Keywords
covariance matrices; maximum entropy methods; Dempster covariance selection method; full rank rectangular matrices; matrix completion; maximum entropy problem; nonsingular matrices; principle of parsimony; Covariance matrix; Entropy; Equations; Indexes; Linear systems; Stacking; Symmetric matrices; Covariance selection; matrix completion; maximum entropy problem; parsimony principle; variational problem;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2011.2143970
Filename
5773044
Link To Document