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Improving EEG Decoding via Clustering-based Multi-task Feature Learning


Dec 12, 2020
Yu Zhang, Tao Zhou, Wei Wu, Hua Xie, Hongru Zhu, Guoxu Zhou, Andrzej Cichocki


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Graph Regularized Nonnegative Tensor Ring Decomposition for Multiway Representation Learning


Oct 12, 2020
Yuyuan Yu, Guoxu Zhou, Ning Zheng, Shengli Xie, Qibin Zhao

* 13 pages, 7 figures 

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Tensor-Ring Nuclear Norm Minimization and Application for Visual Data Completion


Mar 21, 2019
Jinshi Yu, Chao Li, Qibin Zhao, Guoxu Zhou

* This paper has been accepted by ICASSP 2019 

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Learning the Hierarchical Parts of Objects by Deep Non-Smooth Nonnegative Matrix Factorization


Mar 20, 2018
Jinshi Yu, Guoxu Zhou, Andrzej Cichocki, Shengli Xie


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Deep Approximately Orthogonal Nonnegative Matrix Factorization for Clustering


Nov 20, 2017
Yuning Qiu, Guoxu Zhou, Kan Xie

* 5 pages 

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Group Component Analysis for Multiblock Data: Common and Individual Feature Extraction


Mar 12, 2017
Guoxu Zhou, Andrzej Cichocki, Yu Zhang, Danilo Mandic

* IEEE Transactions on Neural Networks and Learning Systems, Volume: 27, Issue: 11, Nov. 2016 
* 13 pages,11 figures 

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Tensor Ring Decomposition


Jun 17, 2016
Qibin Zhao, Guoxu Zhou, Shengli Xie, Liqing Zhang, Andrzej Cichocki


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Efficient Nonnegative Tucker Decompositions: Algorithms and Uniqueness


Sep 16, 2015
Guoxu Zhou, Andrzej Cichocki, Qibin Zhao, Shengli Xie

* appears in IEEE Transactions on Image Processing, 2015 

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Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data


Aug 29, 2015
Guoxu Zhou, Qibin Zhao, Yu Zhang, Tülay Adalı, Shengli Xie, Andrzej Cichocki

* 20 pages, 11 figures, Proceedings of the IEEE, 2015 

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Bayesian Robust Tensor Factorization for Incomplete Multiway Data


Apr 16, 2015
Qibin Zhao, Guoxu Zhou, Liqing Zhang, Andrzej Cichocki, Shun-ichi Amari

* in IEEE Transactions on Neural Networks and Learning Systems, 2015 

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Frequency Recognition in SSVEP-based BCI using Multiset Canonical Correlation Analysis


Jan 16, 2014
Yu Zhang, Guoxu Zhou, Jing Jin, Xingyu Wang, Andrzej Cichocki

* International Journal of Neural Systems, 2014, vol.24, no.2, pp.1450013 (14 pages) 

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Accelerated Canonical Polyadic Decomposition by Using Mode Reduction


Jun 25, 2013
Guoxu Zhou, Andrzej Cichocki, Shengli Xie

* 12 pages. Accepted by TNNLS 

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