A Novel Initialization Method for Symmetric Nonnegative Matrix Factorization
Jianqiang Wu, Haoxia Huang
Available Online October 2016.
- https://doi.org/10.2991/ceie-16.2017.21How to use a DOI?
- Symmetric Nonnegative Matrix Factorization; Initialization; Lanczos Tridiagonalization
- 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.
- 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 -