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
fDate :
6/1/2015 12:00:00 AM
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"
Conference_Titel :
Information Theory (ISIT), 2015 IEEE International Symposium on
Electronic_ISBN :
2157-8117
DOI :
10.1109/ISIT.2015.7282844