Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)

A Novel Initialization Method for Symmetric Nonnegative Matrix Factorization

Authors
Jianqiang Wu, Haoxia Huang
Corresponding Author
Jianqiang Wu
Available Online October 2016.
DOI
https://doi.org/10.2991/ceie-16.2017.21How to use a DOI?
Keywords
Symmetric Nonnegative Matrix Factorization; Initialization; Lanczos Tridiagonalization
Abstract
Symmetric nonnegative matrix factorization(SNMF) has widely employed in many areas of applications. Authors proposed a novel Lanczos tridiagonalization-based initialization method for SNMF, which can be combined with existing SNMF algorithms and achieve higher efficiency. Experiments show that the SNMF algorithm which combined the proposed initialization method can converge to a better solution.
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Volume Title
Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)
Series
Advances in Engineering Research
Publication Date
October 2016
ISBN
978-94-6252-312-8
ISSN
2352-5401
DOI
https://doi.org/10.2991/ceie-16.2017.21How to use a DOI?
Open Access
This is an open access article distributed under the CC BY-NC license.

Cite this article

TY  - CONF
AU  - Jianqiang Wu
AU  - Haoxia Huang
PY  - 2016/10
DA  - 2016/10
TI  - A Novel Initialization Method for Symmetric Nonnegative Matrix Factorization
BT  - Proceedings of the International Conference on Communication and Electronic Information Engineering (CEIE 2016)
PB  - Atlantis Press
SP  - 152
EP  - 157
SN  - 2352-5401
UR  - https://doi.org/10.2991/ceie-16.2017.21
DO  - https://doi.org/10.2991/ceie-16.2017.21
ID  - Wu2016/10
ER  -