Title
Image processing using Newton-based algorithm of nonnegative matrix factorization
Abstract
In this paper, we propose a Newton-based algorithm for nonnegative matrix factorization in image processing. We employ the new algorithm to three real-world databases. Extensive numerical results show the feasibility and validity of the proposed algorithm.
Year
DOI
Venue
2015
10.1016/j.amc.2015.08.034
Applied Mathematics and Computation
Keywords
Field
DocType
Image processing,Nonnegative matrix factorization,Gradient direction,Newton direction
Mathematical optimization,Mathematical analysis,Gradient direction,Image processing,Algorithm,Newton's method in optimization,Non-negative matrix factorization,Dixon's factorization method,Mathematics,Quadratic sieve
Journal
Volume
Issue
ISSN
269
C
0096-3003
Citations 
PageRank 
References 
1
0.35
13
Authors
3
Name
Order
Citations
PageRank
Li-Ying Hu121.05
Gong-De Guo221.05
Changfeng Ma319729.63