Parallel Nonnegative Matrix Factorization with Manifold Regularization

Nonnegative matrix factorization (NMF) decomposes a high-dimensional nonnegative matrix into the product of two reduced dimensional nonnegative matrices. However, conventional NMF neither qualifies large-scale datasets as it maintains all data in memory nor preserves the geometrical structure of dat...

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Bibliographic Details
Main Authors: Fudong Liu, Zheng Shan, Yihang Chen
Format: Article
Language:English
Published: Wiley 2018-01-01
Series:Journal of Electrical and Computer Engineering
Online Access:http://dx.doi.org/10.1155/2018/6270816
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