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guangtunbenzhu authored Dec 21, 2016
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Expand Up @@ -10,12 +10,16 @@ Vectorized Nonnegative Matrix Factorization with heteroscedastic uncertainties a
NonnegMFPy is developed and maintained by Guangtun Ben Zhu,
It is designed to solve nonnegative matrix factorization (NMF) given a dataset with
heteroscedastic uncertainties and missing data with a vectorized multiplicative
update rule (Zhu 2016).
update rule (Zhu 2016):
https://arxiv.org/abs/1612.06037

The un-vectorized (i.e., indexed) update rule for NMF without uncertainties or
missing data was originally developed by Lee & Seung (2000), and the un-vectorized
missing data was originally developed by Lee & Seung (2001), and the un-vectorized
update rule for NMF with uncertainties or missing data was originally developed
by Blanton & Roweis (2007).
Lee & Seung (2001): https://papers.nips.cc/paper/1861-algorithms-for-non-negative-matrix-factorization.pdf
Blanton & Roweis (2007): http://adsabs.harvard.edu/abs/2007AJ....133..734B
Blondel (2008): https://www.researchgate.net/profile/Paul_Van_Dooren/publication/253588948_Weighted_Nonnegative_Matrix_Factorization_and_Face_Feature_Extraction/links/00463529d128a02565000000.pdf

As all the codes, this code can always be improved and any feedback will be greatly appreciated.

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