Parallelization of the Hierarchical Alternating Least Squares Algorithm for Nonnegative Matrix Factorization

2018 IEEE 4th International Forum on Research and Technology for Society and Industry (RTSI) ◽

10.1109/rtsi.2018.8548361 ◽

2018 ◽

Author(s):

Markus Flatz ◽

Rade Kutil ◽

Marian Vajtersic

Keyword(s):

Least Squares ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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Element-Wise Alternating Least Squares Algorithm for Nonnegative Matrix Factorization on One-Hot Encoded Data

Communications in Computer and Information Science - Neural Information Processing ◽

10.1007/978-3-030-63823-8_40 ◽

2020 ◽

pp. 342-350

Author(s):

Zhuo Wu ◽

Tsuyoshi Migita ◽

Norikazu Takahashi

Keyword(s):

Least Squares ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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Hybrid projective nonnegative matrix factorization based on α-divergence and the alternating least squares algorithm

Applied Mathematics and Computation ◽

10.1016/j.amc.2019.124825 ◽

2020 ◽

Vol 369 ◽

pp. 124825

Author(s):

Melisew Tefera Belachew ◽

Nicoletta Del Buono

Keyword(s):

Least Squares ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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Novel Alternating Least Squares Algorithm for Nonnegative Matrix and Tensor Factorizations

Neural Information Processing. Theory and Algorithms - Lecture Notes in Computer Science ◽

10.1007/978-3-642-17537-4_33 ◽

2010 ◽

pp. 262-269 ◽

Author(s):

Anh Huy Phan ◽

Andrzej Cichocki ◽

Rafal Zdunek ◽

Thanh Vu Dinh

Keyword(s):

Least Squares ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm ◽

Tensor Factorizations

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Regularized Active Set Least Squares Algorithm for Nonnegative Matrix Factorization in Application to Raman Spectra Separation

Advances in Computational Intelligence - Lecture Notes in Computer Science ◽

10.1007/978-3-642-21498-1_62 ◽

2011 ◽

pp. 492-499 ◽

Author(s):

Rafal Zdunek

Keyword(s):

Least Squares ◽

Raman Spectra ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Least Squares Algorithm

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clMF: A fine-grained and portable alternating least squares algorithm for parallel matrix factorization

Future Generation Computer Systems ◽

10.1016/j.future.2018.04.071 ◽

2020 ◽

Vol 108 ◽

pp. 1192-1205 ◽

Author(s):

Jing Chen ◽

Jianbin Fang ◽

Weifeng Liu ◽

Tao Tang ◽

Canqun Yang

Keyword(s):

Least Squares ◽

Matrix Factorization ◽

Alternating Least Squares ◽

Fine Grained ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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A constrained alternating least squares nonnegative matrix factorization algorithm enhances task-related neuronal activity detection from single subject's fMRI data

2011 International Conference on Machine Learning and Cybernetics ◽

10.1109/icmlc.2011.6016680 ◽

2011 ◽

Author(s):

Xiaoyu Ding ◽

Jong-Hwan Lee ◽

Seong-Whan Lee

Keyword(s):

Least Squares ◽

Neuronal Activity ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Fmri Data ◽

Activity Detection ◽

Factorization Algorithm

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Distributed geometric nonnegative matrix factorization and hierarchical alternating least squares-based nonnegative tensor factorization with the MapReduce paradigm

Concurrency and Computation Practice and Experience ◽

10.1002/cpe.4473 ◽

2018 ◽

Vol 30 (17) ◽

pp. e4473 ◽

Author(s):

Rafał Zdunek ◽

Krzysztof Fonał

Keyword(s):

Least Squares ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Nonnegative Matrix ◽

Alternating Least Squares ◽

Tensor Factorization ◽

Nonnegative Tensor ◽

Nonnegative Tensor Factorization ◽

Mapreduce Paradigm

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An alternating least-squares algorithm for approximate joint diagonalization and its application to blind source separation

2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2014.6853970 ◽

2014 ◽

Author(s):

Shinya Saito ◽

Kunio Oishi ◽

Toshihiro Furukawa

Keyword(s):

Least Squares ◽

Blind Source Separation ◽

Source Separation ◽

Alternating Least Squares ◽

Joint Diagonalization ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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An efficient alternating least-squares algorithm to perform multidimensional unfolding

Psychometrika ◽

10.1007/bf02293982 ◽

1986 ◽

Vol 51 (2) ◽

pp. 241-250 ◽

Author(s):

Michael J. Greenacre ◽

Michael W. Browne

Keyword(s):

Least Squares ◽

Alternating Least Squares ◽

Multidimensional Unfolding ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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Partitioned Hierarchical alternating least squares algorithm for CP tensor decomposition

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2017.7952615 ◽

2017 ◽

Author(s):

Anh-Huy Phan ◽

Petr Tichavsky ◽

Andrzej Cichocki

Keyword(s):

Least Squares ◽

Tensor Decomposition ◽

Alternating Least Squares ◽

Alternating Least Squares Algorithm ◽

Least Squares Algorithm

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