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Reconstruction of reflectance spectra using robust nonnegative matrix factorization

Publication ,  Journal Article
Hamza, AB; Brady, DJ
Published in: IEEE Transactions on Signal Processing
September 1, 2006

In this correspondence, we present a robust statistics-based nonnegative matrix factorization (RNMF) approach to recover the measurements in reflectance spectroscopy. The proposed algorithm is based on the minimization of a robust cost function and yields two equations updated alternatively. Unlike other linear representations, such as principal component analysis, the RNMF technique is resistant to outliers and generates nonnegative-basis functions, which balance the logical attractiveness of measurement functions against their physical feasibility. Experimental results on a spectral library of reflectance spectra are presented to illustrate the much improved performance of the RNMF approach. © 2006 IEEE.

Duke Scholars

Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

September 1, 2006

Volume

54

Issue

9

Start / End Page

3637 / 3642

Related Subject Headings

  • Networking & Telecommunications
 

Citation

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Hamza, A. B., & Brady, D. J. (2006). Reconstruction of reflectance spectra using robust nonnegative matrix factorization. IEEE Transactions on Signal Processing, 54(9), 3637–3642. https://doi.org/10.1109/TSP.2006.879282
Hamza, A. B., and D. J. Brady. “Reconstruction of reflectance spectra using robust nonnegative matrix factorization.” IEEE Transactions on Signal Processing 54, no. 9 (September 1, 2006): 3637–42. https://doi.org/10.1109/TSP.2006.879282.
Hamza AB, Brady DJ. Reconstruction of reflectance spectra using robust nonnegative matrix factorization. IEEE Transactions on Signal Processing. 2006 Sep 1;54(9):3637–42.
Hamza, A. B., and D. J. Brady. “Reconstruction of reflectance spectra using robust nonnegative matrix factorization.” IEEE Transactions on Signal Processing, vol. 54, no. 9, Sept. 2006, pp. 3637–42. Scopus, doi:10.1109/TSP.2006.879282.
Hamza AB, Brady DJ. Reconstruction of reflectance spectra using robust nonnegative matrix factorization. IEEE Transactions on Signal Processing. 2006 Sep 1;54(9):3637–3642.

Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

September 1, 2006

Volume

54

Issue

9

Start / End Page

3637 / 3642

Related Subject Headings

  • Networking & Telecommunications