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The multiplicative update rule for an extension of the iterative constrained endmembers algorithm.
- Source :
-
International Journal of Remote Sensing . Dec2017, Vol. 38 Issue 23, p2457-7467. 11p. - Publication Year :
- 2017
-
Abstract
- Based on the multiplicative update rule of nonnegative matrix factorization (NMF), we add the nonnegative constraint of endmember matrix to the objective function of iterative constrained endmembers (ICE), and propose a simple multiplicative update rule for ICE, named NMF-ICE. Our method avoids the use of quadratic programming method in ICE, therefore can greatly improve the computational efficiency. Experiments using both simulated and real hyperspectral data show that NMF-ICE is effective in endmember generation. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 01431161
- Volume :
- 38
- Issue :
- 23
- Database :
- Academic Search Index
- Journal :
- International Journal of Remote Sensing
- Publication Type :
- Academic Journal
- Accession number :
- 125276852
- Full Text :
- https://doi.org/10.1080/01431161.2017.1375571