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» Random Projections for the Nonnegative Least-Squares Problem
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CORR
2008
Springer
79views Education» more  CORR 2008»
13 years 11 months ago
Random Projections for the Nonnegative Least-Squares Problem
Christos Boutsidis, Petros Drineas
SADM
2008
178views more  SADM 2008»
13 years 10 months ago
Fast Projection-Based Methods for the Least Squares Nonnegative Matrix Approximation Problem
: Nonnegative matrix approximation (NNMA) is a popular matrix decomposition technique that has proven to be useful across a diverse variety of fields with applications ranging from...
Dongmin Kim, Suvrit Sra, Inderjit S. Dhillon
ICAISC
2010
Springer
14 years 25 days ago
Sequential Coordinate-Wise DNMF for Face Recognition
Abstract. This paper proposes the Sequential Coordinate-Wise Algorithm (SCWA) to Discriminant Nonnegative Matrix Factorization (DNMF) for improving face recognition. DNMF incorpora...
Rafal Zdunek, Andrzej Cichocki
CSDA
2010
132views more  CSDA 2010»
13 years 11 months ago
Approximate low-rank factorization with structured factors
An approximate rank revealing factorization problem with structure constraints on the normalized factors is considered. Examples of structure, motivated by an application in micro...
Ivan Markovsky, Mahesan Niranjan
ICCV
2009
IEEE
1957views Computer Vision» more  ICCV 2009»
15 years 3 months ago
Robust Visual Tracking using L1 Minimization
In this paper we propose a robust visual tracking method by casting tracking as a sparse approximation problem in a particle filter framework. In this framework, occlusion, corru...
Xue Mei, Haibin Ling