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Meta-Solver for Neural Ordinary Differential Equations


Mar 15, 2021
Julia Gusak, Alexandr Katrutsa, Talgat Daulbaev, Andrzej Cichocki, Ivan Oseledets


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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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Deep Learning in EEG: Advance of the Last Ten-Year Critical Period


Nov 22, 2020
Shu Gong, Kaibo Xing, Andrzej Cichocki, Junhua Li


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On Multiple Intelligences and Learning Styles for Artificial Intelligence Systems: Future Research Trends in AI with a Human Face?


Aug 30, 2020
Andrzej Cichocki

* 19 Figures, 27 pages 

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Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network


Aug 12, 2020
Anh-Huy Phan, Konstantin Sobolev, Konstantin Sozykin, Dmitry Ermilov, Julia Gusak, Petr Tichavsky, Valeriy Glukhov, Ivan Oseledets, Andrzej Cichocki

* This paper is accepted to ECCV2020 

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On Multiple Intelligences and Learning Styles for Multi- Agent Systems: Future Research Trends in AI with a Human Face?


Aug 07, 2020
Andrzej Cichocki

* 18 Figures, 25 pages 

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Towards Understanding Normalization in Neural ODEs


Apr 27, 2020
Julia Gusak, Larisa Markeeva, Talgat Daulbaev, Alexandr Katrutsa, Andrzej Cichocki, Ivan Oseledets


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Interpolated Adjoint Method for Neural ODEs


Mar 11, 2020
Talgat Daulbaev, Alexandr Katrutsa, Larisa Markeeva, Julia Gusak, Andrzej Cichocki, Ivan Oseledets


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Using Reinforcement Learning in the Algorithmic Trading Problem


Feb 26, 2020
Evgeny Ponomarev, Ivan Oseledets, Andrzej Cichocki

* ISSN 1064-2269, Journal of Communications Technology and Electronics, 2019, Vol. 64, No. 12, pp. 1450-1457 

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Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting


Feb 25, 2020
Qiquan Shi, Jiaming Yin, Jiajun Cai, Andrzej Cichocki, Tatsuya Yokota, Lei Chen, Mingxuan Yuan, Jia Zeng

* Accepted by AAAI 2020 

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Reduced-Order Modeling of Deep Neural Networks


Nov 25, 2019
Talgat Daulbaev, Julia Gusak, Evgeny Ponomarev, Andrzej Cichocki, Ivan Oseledets


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Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior"


Aug 08, 2019
Tatsuya Yokota, Hidekata Hontani, Qibin Zhao, Andrzej Cichocki


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Multi-Kernel Capsule Network for Schizophrenia Identification


Jul 30, 2019
Tian Wang, Anastasios Bezerianos, Andrzej Cichocki, Junhua Li


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One time is not enough: iterative tensor decomposition for neural network compression


Mar 24, 2019
Julia Gusak, Maksym Kholyavchenko, Evgeny Ponomarev, Larisa Markeeva, Ivan Oseledets, Andrzej Cichocki


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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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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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Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements


Jun 05, 2016
Wenfei Cao, Yao Wang, Jian Sun, Deyu Meng, Can Yang, Andrzej Cichocki, Zongben Xu

* To appear in IEEE TIP 

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Smooth PARAFAC Decomposition for Tensor Completion


Jan 25, 2016
Tatsuya Yokota, Qibin Zhao, Andrzej Cichocki

* 13 pages, 9 figures 

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Canonical Polyadic Decomposition with Auxiliary Information for Brain Computer Interface


Nov 05, 2015
Junhua Li, Chao Li, 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 Sparse Tucker Models for Dimension Reduction and Tensor Completion


May 10, 2015
Qibin Zhao, Liqing Zhang, Andrzej Cichocki


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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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Bayesian CP Factorization of Incomplete Tensors with Automatic Rank Determination


Oct 09, 2014
Qibin Zhao, Liqing Zhang, Andrzej Cichocki


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Feature Learning from Incomplete EEG with Denoising Autoencoder


Oct 03, 2014
Junhua Li, Zbigniew Struzik, Liqing Zhang, Andrzej Cichocki

* The paper was accepted for publication by Neurocomputing 

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Multi-tensor Completion for Estimating Missing Values in Video Data


Sep 01, 2014
Chao Li, Lili Guo, Andrzej Cichocki


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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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