A mixed iteration for nonnegative matrix factorizations

被引:3
作者
Soltuz, Stefan M. [1 ,2 ]
Rhoades, B. E. [3 ]
机构
[1] Dawson Coll, Dept Math, Montreal, PQ H3Z 1A4, Canada
[2] Tiberiu Popoviciu Inst Numer Anal, Cluj Napoca, Romania
[3] Indiana Univ, Dept Math, Bloomingtron, IN USA
关键词
Non-negative matrix factorization; Lee-Seung iteration; ALGORITHMS;
D O I
10.1016/j.amc.2013.03.124
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We show that, under appropriate conditions, one can create a hybrid between two given iterations which can perform better than either of the original ones. This fact provides a freedom of choice. We also give numerical examples in which we compare our hybrid with the dedicated Lee-Seung iteration. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:9847 / 9855
页数:9
相关论文
共 19 条
[1]  
[Anonymous], 2005, ACCELERATING LEE SEU
[2]  
[Anonymous], 2006, P 12 ACM SIGKDD INT
[3]  
BALAN R, 1999, ICA, P467
[4]  
Balan R., 2001, SCR01TR703
[5]  
Berry M.W., 2006, COMPUTATIONAL STAT D
[6]  
Brady D. J., 2006, IEEE T SIGNAL PROCES, V54, P9
[7]  
Brockwell P.J., 1996, INTRO TIME SERIES FO
[8]  
Brockwell PJ., 1991, TIME SERIES THEORY M
[9]  
Donoho D., ADV NEURAL INFORM PR, V17
[10]   Learning the parts of objects by non-negative matrix factorization [J].
Lee, DD ;
Seung, HS .
NATURE, 1999, 401 (6755) :788-791