DocumentCode
3663376
Title
Deterministic conditions for subspace identifiability from incomplete sampling
Author
Daniel L. Pimentel-Alarcón;Nigel Boston;Robert D. Nowak
Author_Institution
University of Wisconsin-Madison, USA
fYear
2015
fDate
6/1/2015 12:00:00 AM
Firstpage
2191
Lastpage
2195
Abstract
Consider an r-dimensional subspace of ℝd, r <; d, and suppose that we are only given projections of this subspace onto small subsets of the canonical coordinates. The paper establishes necessary and sufficient deterministic conditions on the subsets for subspace identifiability. The results also shed new light on low-rank matrix completion.
Keywords
"Minimization","Standards","Graph theory","Conferences","Estimation","Polynomials","Acoustics"
Publisher
ieee
Conference_Titel
Information Theory (ISIT), 2015 IEEE International Symposium on
Electronic_ISBN
2157-8117
Type
conf
DOI
10.1109/ISIT.2015.7282844
Filename
7282844
Link To Document