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1

Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 2 Applications and Future Perspectives

Cichocki, Andrzej, Lee, Namgil, Oseledets, Ivan, Phan, Anh-Huy, Zhao, Qibin, Sugiyama, Masashi, Mandic, Danilo P.

Journal:

Foundations and Trends® in Machine Learning

Year:

2017

Language:

english

File:

PDF, 3.06 MB

english, 2017

2

Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions

Cichocki, Andrzej, Lee, Namgil, Oseledets, Ivan, Phan, Anh-Huy, Zhao, Qibin, Mandic, Danilo P.

Journal:

Foundations and Trends® in Machine Learning

Year:

2016

Language:

english

File:

PDF, 9.14 MB

english, 2016

3

Fundamental tensor operations for large-scale data analysis using tensor network formats

Lee, Namgil, Cichocki, Andrzej

Journal:

Multidimensional Systems and Signal Processing

Year:

2017

Language:

english

File:

PDF, 2.03 MB

english, 2017

4

EEG paroxysmal gamma waves during Bhramari Pranayama: A yoga breathing technique

François B. Vialatte, Hovagim Bakardjian, Rajkishore Prasad, Andrzej Cichocki

Journal:

Consciousness and Cognition

Year:

2009

Language:

english

File:

PDF, 654 KB

english, 2009

5

EmotionMeter: A Multimodal Framework for Recognizing Human Emotions

Zheng, Wei-Long, Liu, Wei, Lu, Yifei, Lu, Bao-Liang, Cichocki, Andrzej

Journal:

IEEE Transactions on Cybernetics

Year:

2018

Language:

english

File:

PDF, 2.05 MB

english, 2018

6

Nonnegative Matrix and Tensor Factorizations : An algorithmic perspective

Zhou, Guoxu, Cichocki, Andrzej, Zhao, Qibin, Xie, Shengli

Journal:

IEEE Signal Processing Magazine

Year:

2014

Language:

english

File:

PDF, 1.84 MB

english, 2014

7

Stability Analysis of Learning Algorithms for Blind Source Separation

Shun-ichi Amari, Tian-ping Chen, Andrzej Cichocki

Journal:

Neural Networks

Year:

1997

Language:

english

File:

PDF, 226 KB

english, 1997

8

Modified Herault–Jutten Algorithms for Blind Separation of Sources

Andrzej Cichocki, Robert E. Bogner, Leszek Moszczyński, Kenneth Pope

Journal:

Digital Signal Processing

Year:

1997

Language:

english

File:

PDF, 429 KB

english, 1997

9

Note on a continuous counter current ion exchange with two step regeneration for zinc recovery from synthetic fibre plant waste water

L. Pawlowski, Andrzej Cichocki, Tomasz Kuhnke

Journal:

Year:

1976

Language:

english

File:

PDF, 104 KB

english, 1976

10

[IEEE 2010 IEEE Biomedical Circuits and Systems Conference (BioCAS) - Paphos, Cyprus (2010.11.3-2010.11.5)] 2010 Biomedical Circuits and Systems Conference (BioCAS) - Design and evaluation of a capacitively coupled sensor readout circuit, toward contact-less ECG and EEG

Svard, Daniel, Cichocki, Andrzej, Alvandpour, Atila

Year:

2010

Language:

english

File:

PDF, 409 KB

english, 2010

11

Analysis of active ladder network by using coates flow graphs and continuants

Andrzej Cichocki, Stanislaw Osowski

Journal:

International Journal for Numerical Methods in Engineering

Year:

1977

Language:

english

File:

PDF, 205 KB

english, 1977

12

[IEEE 2018 International Conference on Cyberworlds (CW) - Singapore, Singapore (2018.10.3-2018.10.5)] 2018 International Conference on Cyberworlds (CW) - Neural Mechanisms of Social Emotion Perception: An EEG Hyper-Scanning Study

Zhu, Li, Lotte, Fabien, Cui, Gaochao, Li, Junhua, Zhou, Changle, Cichocki, Andrzej

Year:

2018

Language:

english

File:

PDF, 9 KB

english, 2018

13

Independent variable selection: Application of independent component analysis to forecasting a stock index

Cichocki, Andrzej, Stansell, Stanley R, Leonowicz, Zbigniew, Buck, James

Journal:

Journal of Asset Management

Year:

2005

Language:

english

File:

PDF, 183 KB

english, 2005

14

Nonnegative Matrix and Tensor Factorizations || Multi-Way Array (Tensor) Factorizations and Decompositions

Cichocki, Andrzej, Zdunek, Rafal, Phan, Anh Huy, Amari, Shun-Ichi

Year:

2009

Language:

english

File:

PDF, 56.08 MB

english, 2009

15

[IEEE ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Brighton, United Kingdom (2019.5.12-2019.5.17)] ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Joint Structured Graph Learning and Clustering Based on Concept Factorization

Peng, Yong, Tang, Rixin, Kong, Wanzeng, Zhang, Jianhai, Nie, Feiping, Cichocki, Andrzej

Year:

2019

Language:

english

File:

PDF, 156 KB

english, 2019

16

Two Efficient Algorithms for Approximately Orthogonal Nonnegative Matrix Factorization

Bo Li,, Guoxu Zhou,, Cichocki, Andrzej

Journal:

IEEE Signal Processing Letters

Year:

2015

Language:

english

File:

PDF, 832 KB

english, 2015

17

On the synchrony of steady state visual evoked potentials and oscillatory burst events

Francois B. Vialatte, Justin Dauwels, Monique Maurice, Yoko Yamaguchi, Andrzej Cichocki

Journal:

Cognitive Neurodynamics

Year:

2009

Language:

english

File:

PDF, 609 KB

english, 2009

18

Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis

Cichocki, Andrzej, Mandic, Danilo, De Lathauwer, Lieven, Zhou, Guoxu, Zhao, Qibin, Caiafa, Cesar, PHAN, HUY ANH

Journal:

IEEE Signal Processing Magazine

Year:

2015

Language:

english

File:

PDF, 4.09 MB

english, 2015

19

Optimization of SSVEP brain responses with application to eight-command Brain–Computer Interface

Hovagim Bakardjian, Toshihisa Tanaka, Andrzej Cichocki

Journal:

Neuroscience Letters

Year:

2010

Language:

english

File:

PDF, 369 KB

english, 2010

20

Low Complexity Damped Gauss--Newton Algorithms for CANDECOMP/PARAFAC

Phan, Anh-Huy, Tichavský, Petr, Cichocki, Andrzej

Journal:

SIAM Journal on Matrix Analysis and Applications

Year:

2013

Language:

english

File:

PDF, 666 KB

english, 2013

21

Matrix and Tensor Completion in Multiway Delay Embedded Space Using Tensor Train, with Application to Signal Reconstruction

sedighin, farnaz, Cichocki, Andrzej, Yokota, Tatsuya, Shi, Qiquan

Journal:

IEEE Signal Processing Letters

Year:

2020

File:

PDF, 2.37 MB

2020

22

MOS Switched-Capacitor and Continuous-Time Integrated Circuits and Systems ||

Unbehauen, Rolf, Cichocki, Andrzej

Year:

1989

Language:

english

File:

PDF, 54.76 MB

english, 1989

23

Modern Machine-Learning Algorithms: For Classifying Cognitive and Affective States From Electroencephalography Signals

Appriou, Aurelien, Cichocki, Andrzej, Lotte, Fabien

Journal:

IEEE Systems, Man, and Cybernetics Magazine

Year:

2020

File:

PDF, 1001 KB

2020

24

Equivariant nonstationary source separation

Seungjin Choi, Andrzej Cichocki, Shunichi Amari

Journal:

Neural Networks

Year:

2002

Language:

english

File:

PDF, 279 KB

english, 2002

25

A Review of Classification Algorithms for EEG-based Brain-Computer Interfaces: A 10-year Update

Lotte, Fabien, Bougrain, Laurent, Cichocki, Andrzej, Clerc, Maureen, Congedo, Marco, Rakotomamonjy, Alain, Yger, Florian

Journal:

Journal of Neural Engineering

Year:

2018

Language:

english

File:

PDF, 968 KB

english, 2018

26

On-line Algorithm for Blind Signal Extraction of Arbitrarily Distributed, but Temporally Correlated Sources Using Second Order Statistics

Andrzej Cichocki, Ruck Thawonmas

Journal:

Neural Processing Letters

Year:

2000

Language:

english

File:

PDF, 136 KB

english, 2000

27

[Lecture Notes in Computer Science] Latent Variable Analysis and Signal Separation Volume 7191 || Nonparametric Modelling of ECG: Applications to Denoising and to Single Sensor Fetal ECG Extraction

Theis, Fabian, Cichocki, Andrzej, Yeredor, Arie, Zibulevsky, Michael

Year:

2012

Language:

english

File:

PDF, 261 KB

english, 2012

28

Towards correlation-based time window selection method for motor imagery BCIs

Feng, Jiankui, Yin, Erwei, Jin, Jing, Saab, Rami, Daly, Ian, Wang, Xingyu, Hu, Dewen, Cichocki, Andrzej

Journal:

Neural Networks

Year:

2018

Language:

english

File:

PDF, 744 KB

english, 2018

29

Non-negative matrix factorization with α-divergence

Andrzej Cichocki, Hyekyoung Lee, Yong-Deok Kim, Seungjin Choi

Journal:

Pattern Recognition Letters

Year:

2008

Language:

english

File:

PDF, 1.44 MB

english, 2008

30

Robust blind source separation algorithms using cumulants

Sergio Cruces, Luis Castedo, Andrzej Cichocki

Journal:

Year:

2002

Language:

english

File:

PDF, 357 KB

english, 2002

31

Non-orthogonal tensor diagonalization

Tichavský, Petr, Phan, Anh-Huy, Cichocki, Andrzej

Journal:

Signal Processing

Year:

2017

Language:

english

File:

PDF, 688 KB

english, 2017

32

[IEEE 2018 IEEE International Conference on Data Mining Workshops (ICDMW) - Singapore, Singapore (2018.11.17-2018.11.20)] 2018 IEEE International Conference on Data Mining Workshops (ICDMW) - Learning Connectivity Patterns via Graph Kernels for fMRI-Based Depression Diagnostics

Sharaev, Maksim, Artemov, Alexey, Kondrateva, Ekaterina, Ivanov, Sergei, Sushchinskaya, Svetlana, Bernstein, Alexander, Cichocki, Andrzej, Burnaev, Evgeny

Year:

2018

Language:

english

File:

PDF, 1.38 MB

english, 2018

33

Multidimensional compressed sensing and their applications

Caiafa, Cesar F., Cichocki, Andrzej

Journal:

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Year:

2013

Language:

english

File:

PDF, 2.48 MB

english, 2013

34

Nonnegative Matrix and Tensor Factorizations || Projected Gradient Algorithms

Cichocki, Andrzej, Zdunek, Rafal, Phan, Anh Huy, Amari, Shun-Ichi

Year:

2009

Language:

english

File:

PDF, 1.73 MB

english, 2009

35

Optimizing spatial patterns with sparse filter bands for motor-imagery based brain-computer interface

Zhang, Yu, Zhou, Guoxu, Jin, Jing, Wang, Xingyu, Cichocki, Andrzej

Journal:

Journal of Neuroscience Methods

Year:

2015

Language:

english

File:

PDF, 1.35 MB

english, 2015

36

[IEEE MILCOM 2009 - 2009 IEEE Military Communications Conference - Boston, MA, USA (2009.10.18-2009.10.21)] MILCOM 2009 - 2009 IEEE Military Communications Conference - Domain Area Planning Utility (DAPU) for planning wireless Battlefield Networks

Fecko, Mariusz A., Unger, John, Samtani, Sunil, Davey, Douglas, Cichocki, Andrzej, Biagini, Bill, Rego, Paul, Stewart, Rick, Staikos, Aristides

Year:

2009

Language:

english

File:

PDF, 16.85 MB

english, 2009

37

MULTILAYER NONNEGATIVE MATRIX FACTORIZATION USING PROJECTED GRADIENT APPROACHES

CICHOCKI, ANDRZEJ, ZDUNEK, RAFAL

Journal:

International Journal of Neural Systems

Year:

2007

Language:

english

File:

PDF, 768 KB

english, 2007

38

EEG-based approach for recognizing human social emotion perception

Zhu, Li, Su, Chongwei, Zhang, Jianhai, Cui, Gaochao, Cichocki, Andrzej, Zhou, Changle, Li, Junhua

Journal:

Advanced Engineering Informatics

Year:

2020

File:

PDF, 3.94 MB

2020

39

Hyper Radial Basis Function Neural Networks for Interference Cancellation with Nonlinear Processing of Reference Signal

Sergiy A. Vorobyov, Andrzej Cichocki

Journal:

Digital Signal Processing

Year:

2001

Language:

english

File:

PDF, 755 KB

english, 2001

40

Nonnegative matrix factorization with quadratic programming

Rafal Zdunek, Andrzej Cichocki

Journal:

Year:

2008

Language:

english

File:

PDF, 981 KB

english, 2008

41

Enhanced Motor Imagery Training Using a Hybrid BCI With Feedback

Yu, Tianyou, Xiao, Jun, Wang, Fangyi, Zhang, Rui, Gu, Zhenghui, Cichocki, Andrzej, Li, Yuanqing

Journal:

IEEE Transactions on Biomedical Engineering

Year:

2015

Language:

english

File:

PDF, 4.26 MB

english, 2015

42

Sensitivity in tensor decomposition

Tichavsky, Petr, Phan, Anh-Huy, Cichocki, Andrzej

Journal:

IEEE Signal Processing Letters

Year:

2019

Language:

english

File:

PDF, 398 KB

english, 2019

43

Sparse Bayesian Classification of EEG for Brain-Computer Interface

Zhang, Yu, Zhou, Guoxu, Jin, Jing, Zhao, Qibin, Wang, Xingyu, Cichocki, Andrzej

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2015

Language:

english

File:

PDF, 2.33 MB

english, 2015

44

SPIE Proceedings [SPIE Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2009 - Wilga, Poland (Monday 25 May 2009)] Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2009 - PW-Sat on-board flight computer, hardware and software design

Mosdorf, Michal, Romaniuk, Ryszard S., Kulpa, Krzysztof S., Kurowski, Michal, Mosdorf, Lukasz, Cichocki, Andrzej, Kocoń, Marcin

Year:

2009

Language:

english

File:

PDF, 1.58 MB

english, 2009

45

Steady-state visually evoked potentials: Focus on essential paradigms and future perspectives

François-Benoît Vialatte, Monique Maurice, Justin Dauwels, Andrzej Cichocki

Journal:

Progress in Neurobiology

Year:

2010

Language:

english

File:

PDF, 1.74 MB

english, 2010

46

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

Zhou, Guoxu, Zhao, Qibin, Zhang, Yu, Adali, Tulay, Xie, Shengli, Cichocki, Andrzej

Journal:

Proceedings of the IEEE

Year:

2016

Language:

english

File:

PDF, 2.80 MB

english, 2016

47

[IEEE 2018 IEEE International Conference on Data Mining Workshops (ICDMW) - Singapore, Singapore (2018.11.17-2018.11.20)] 2018 IEEE International Conference on Data Mining Workshops (ICDMW) - Learning Connectivity Patterns via Graph Kernels for fMRI-Based Depression Diagnostics

Sharaev, Maksim, Artemov, Alexey, Kondrateva, Ekaterina, Ivanov, Sergei, Sushchinskaya, Svetlana, Bernstein, Alexander, Cichocki, Andrzej, Burnaev, Evgeny

Year:

2018

File:

PDF, 1.38 MB

2018

48

Equivalence Probability and Sparsity of Two Sparse Solutions in Sparse Representation

Li, Yuanqing, Cichocki, Andrzej, Amari, Shun-ichi, Xie, Shengli, Guan, Cuntai

Journal:

IEEE Transactions on Neural Networks

Year:

2008

Language:

english

File:

PDF, 789 KB

english, 2008

49

[Lecture Notes in Computer Science] Latent Variable Analysis and Signal Separation Volume 7191 ||

Theis, Fabian, Cichocki, Andrzej, Yeredor, Arie, Zibulevsky, Michael

Year:

2012

Language:

english

File:

PDF, 12.62 MB

english, 2012

50

Slowing and Loss of Complexity in Alzheimer's EEG: Two Sides of the Same Coin?

Dauwels, Justin, Srinivasan, K., Ramasubba Reddy, M., Musha, Toshimitsu, Vialatte, François-Benoît, Latchoumane, Charles, Jeong, Jaeseung, Cichocki, Andrzej

Journal:

International Journal of Alzheimer's Disease

Year:

2011

Language:

english

File:

PDF, 2.22 MB

english, 2011

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