Efficient Nonnegative Tensor Factorization via Saturating Coordinate Descent

Thirunavukarasu Balasubramaniam; Richi Nayak; Chau Yuen

doi:10.1145/3385654

Efficient Nonnegative Tensor Factorization via Saturating Coordinate Descent

ACM Transactions on Knowledge Discovery from Data ◽

10.1145/3385654 ◽

2020 ◽

Vol 14 (4) ◽

pp. 1-28 ◽

Cited By ~ 2

Author(s):

Thirunavukarasu Balasubramaniam ◽

Richi Nayak ◽

Chau Yuen

Keyword(s):

Coordinate Descent ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization

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A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion

SIAM Journal on Imaging Sciences ◽

10.1137/120887795 ◽

2013 ◽

Vol 6 (3) ◽

pp. 1758-1789 ◽

Cited By ~ 376

Author(s):

Yangyang Xu ◽

Wotao Yin

Keyword(s):

Descent Method ◽

Coordinate Descent ◽

Block Coordinate Descent ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Coordinate Descent Method ◽

Nonnegative Tensor Factorization ◽

Block Coordinate Descent Method

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A Block Coordinate Descent Method for Multi-Convex Optimization with Applications to Nonnegative Tensor Factorization and Completion

10.21236/ada567404 ◽

2012 ◽

Cited By ~ 4

Author(s):

Yangyang Xu ◽

Wotao Yin

Keyword(s):

Convex Optimization ◽

Descent Method ◽

Coordinate Descent ◽

Block Coordinate Descent ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Coordinate Descent Method ◽

Nonnegative Tensor Factorization ◽

Block Coordinate Descent Method

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Accelerating block coordinate descent for nonnegative tensor factorization

Numerical Linear Algebra with Applications ◽

10.1002/nla.2373 ◽

2021 ◽

Author(s):

Andersen Man Shun Ang ◽

Jeremy E. Cohen ◽

Nicolas Gillis ◽

Le Thi Khanh Hien

Keyword(s):

Coordinate Descent ◽

Block Coordinate Descent ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization

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Spectral-Spatial Weighted Sparse Nonnegative Tensor Factorization for Hyperspectral Unmixing

IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium ◽

10.1109/igarss39084.2020.9323926 ◽

2020 ◽

Author(s):

Shaoquan Zhang ◽

Guorong Zhang ◽

Chengzhi Deng ◽

Jun Li ◽

Shengqian Wang ◽

...

Keyword(s):

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization ◽

Hyperspectral Unmixing

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Endmember independence constrained hyperspectral unmixing via nonnegative tensor factorization

Knowledge-Based Systems ◽

10.1016/j.knosys.2020.106657 ◽

2021 ◽

Vol 216 ◽

pp. 106657

Author(s):

Jin-Ju Wang ◽

Ding-Cheng Wang ◽

Ting-Zhu Huang ◽

Jie Huang ◽

Xi-Le Zhao ◽

...

Keyword(s):

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization ◽

Hyperspectral Unmixing

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Equivalence between nonnegative tensor factorization and tensorial probabilistic latent semantic analysis

Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval - SIGIR '09 ◽

10.1145/1571941.1572069 ◽

2009 ◽

Cited By ~ 2

Author(s):

Wei Peng

Keyword(s):

Latent Semantic Analysis ◽

Semantic Analysis ◽

Probabilistic Latent Semantic Analysis ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization

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LiDAR-Aided Total Variation Regularized Nonnegative Tensor Factorization for Hyperspectral Unmixing

10.1109/igarss47720.2021.9553137 ◽

2021 ◽

Author(s):

Atakan Kaya ◽

Kubilay Atas ◽

Sevcan Kahraman

Keyword(s):

Total Variation ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization ◽

Hyperspectral Unmixing

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Hyperspectral Unmixing via Total Variation Regularized Nonnegative Tensor Factorization

IEEE Transactions on Geoscience and Remote Sensing ◽

10.1109/tgrs.2018.2872888 ◽

2019 ◽

Vol 57 (4) ◽

pp. 2341-2357 ◽

Cited By ~ 14

Author(s):

Fengchao Xiong ◽

Yuntao Qian ◽

Jun Zhou ◽

Yuan Yan Tang

Keyword(s):

Total Variation ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization ◽

Hyperspectral Unmixing

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Application of Nonnegative Tensor Factorization for neutron-gamma discrimination of Monte Carlo simulated fission chamber’s output signals

Results in Physics ◽

10.1016/j.rinp.2017.04.009 ◽

2017 ◽

Vol 7 ◽

pp. 1422-1426 ◽

Cited By ~ 3

Author(s):

Mounia Laassiri ◽

El-Mehdi Hamzaoui ◽

Rajaa Cherkaoui El Moursli

Keyword(s):

Monte Carlo ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization

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Fast nonnegative tensor factorization based on accelerated proximal gradient and low-rank approximation

Neurocomputing ◽

10.1016/j.neucom.2015.08.122 ◽

2016 ◽

Vol 198 ◽

pp. 148-154 ◽

Cited By ~ 24

Author(s):

Yu Zhang ◽

Guoxu Zhou ◽

Qibin Zhao ◽

Andrzej Cichocki ◽

Xingyu Wang

Keyword(s):

Low Rank ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Low Rank Approximation ◽

Nonnegative Tensor Factorization ◽

Rank Approximation

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