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Volumn 24, Issue 8, 2014, Pages

Low-rank approximation based non-negative multi-way array decomposition on event-related potentials

Author keywords

Event related potential; low rank approximation; multi domain feature; non negative canonical polyadic decomposition; non negative tensor factorization; tensor decomposition

Indexed keywords

CLUSTERING ALGORITHMS; FACTORIZATION; TENSORS;

EID: 84928354893     PISSN: 01290657     EISSN: 17936462     Source Type: Journal    
DOI: 10.1142/S012906571440005X     Document Type: Article
Times cited : (27)

References (66)
  • 2
    • 83455187648 scopus 로고    scopus 로고
    • The mismatch negativity: An index of cognitive decline in neuropsychiatric and neurological diseases and in ageing
    • R. Naätänen, T. Kujala, K. Kreegipuu, S. Carlson, C. Escera, T. Baldeweg and C. Ponton, The mismatch negativity: An index of cognitive decline in neuropsychiatric and neurological diseases and in ageing, Brain 134 (2011) 3432-3450.
    • (2011) Brain , vol.134 , pp. 3432-3450
    • Naätänen, R.1    Kujala, T.2    Kreegipuu, K.3    Carlson, S.4    Escera, C.5    Baldeweg, T.6    Ponton, C.7
  • 4
    • 68649096448 scopus 로고    scopus 로고
    • Tensor decompositions and applications
    • T. Kolda and B. Bader, Tensor decompositions and applications, SIAM Rev. 51 (2009) 455-500.
    • (2009) SIAM Rev. , vol.51 , pp. 455-500
    • Kolda, T.1    Bader, B.2
  • 5
    • 31044456392 scopus 로고    scopus 로고
    • Parallel factor analysis as an exploratory tool for wavelet transformed eventrelated EEG
    • M. Morup, L. K. Hansen, C. S. Herrmann, J. Parnas and S. M. Arnfred, Parallel factor analysis as an exploratory tool for wavelet transformed eventrelated EEG, Neuroimage 29 (2006) 938-947.
    • (2006) Neuroimage , vol.29 , pp. 938-947
    • Morup, M.1    Hansen, L.K.2    Herrmann, C.S.3    Parnas, J.4    Arnfred, S.M.5
  • 6
    • 33947514540 scopus 로고    scopus 로고
    • ERPWAVELAB a toolbox for multi-channel analysis of time-frequency transformed event related potentials
    • M. Morup, L. K. Hansen and S. M. Arnfred, ERPWAVELAB a toolbox for multi-channel analysis of time-frequency transformed event related potentials, J. Neurosci. Methods 161 (2007) 361-368.
    • (2007) J. Neurosci. Methods , vol.161 , pp. 361-368
    • Morup, M.1    Hansen, L.K.2    Arnfred, S.M.3
  • 7
    • 84870525911 scopus 로고    scopus 로고
    • Benefits of multi-domain feature of mismatch negativity extracted by non-negative tensor factorization from EEG collected by low-density array
    • F. Cong, A. H. Phan, Q. Zhao, T. Huttunen-Scott, J. Kaartinen, T. Ristaniemi, H. Lyytinen and A. Cichocki, Benefits of multi-domain feature of mismatch negativity extracted by non-negative tensor factorization from EEG collected by low-density array, Int. J. Neural Syst. 22 (2012) 1-19.
    • (2012) Int. J. Neural Syst. , vol.22 , pp. 1-19
    • Cong, F.1    Phan, A.H.2    Zhao, Q.3    Huttunen-Scott, T.4    Kaartinen, J.5    Ristaniemi, T.6    Lyytinen, H.7    Cichocki, A.8
  • 8
    • 84876477055 scopus 로고    scopus 로고
    • Multi-domain feature extraction for small eventrelated potentials through nonnegative multi-way array decomposition from low dense array EEG
    • F. Cong, A. H. Phan, P. Astikainen, Q. Zhao, Q. Wu, J. K. Hietanen, T. Ristaniemi and A. Cichocki, Multi-domain feature extraction for small eventrelated potentials through nonnegative multi-way array decomposition from low dense array EEG, Int. J. Neural Syst. 23 (2013) 1-18.
    • (2013) Int. J. Neural Syst. , vol.23 , pp. 1-18
    • Cong, F.1    Phan, A.H.2    Astikainen, P.3    Zhao, Q.4    Wu, Q.5    Hietanen, J.K.6    Ristaniemi, T.7    Cichocki, A.8
  • 10
    • 85162707890 scopus 로고
    • The expression of a tensor or a polyadic as a sum of products
    • F. L. Hitchcock, The expression of a tensor or a polyadic as a sum of products, J. Math. Phys. 6 (1927) 164-189.
    • (1927) J. Math. Phys. , vol.6 , pp. 164-189
    • Hitchcock, F.L.1
  • 11
    • 0013953617 scopus 로고
    • Some mathematical notes on threemode factor analysis
    • L. R. Tucker, Some mathematical notes on threemode factor analysis, Psychometrika 31 (1966) 279-311.
    • (1966) Psychometrika , vol.31 , pp. 279-311
    • Tucker, L.R.1
  • 12
    • 0002740437 scopus 로고
    • Foundations of the PARAFAC procedure: Models and conditions for an explanatory multi-modal factor analysis
    • R. A. Harshman, Foundations of the PARAFAC procedure: Models and conditions for an "explanatory" multi-modal factor analysis, UCLA Working Papers Phonetics 16 (1970) 1-84.
    • (1970) UCLA Working Papers Phonetics , vol.16 , pp. 1-84
    • Harshman, R.A.1
  • 13
    • 34250499792 scopus 로고
    • Analysis of individual differences in ultidimensional scaling via an n-way generalization of 'Eckart-Young' decomposition
    • J. D. Carroll and J. Chang, Analysis of individual differences in ultidimensional scaling via an n-way generalization of 'Eckart-Young' decomposition, Psychometrika 35 (1970) 283-319.
    • (1970) Psychometrika , vol.35 , pp. 283-319
    • Carroll, J.D.1    Chang, J.2
  • 14
    • 37749030729 scopus 로고    scopus 로고
    • Hierarchical ALS algorithms for nonnegative matrix and 3D tensor factorization
    • eds. M. E. Davies et al. ICA 2007
    • A. Cichocki, R. Zdunek and S. Amari, Hierarchical ALS algorithms for nonnegative matrix and 3D tensor factorization, eds. M. E. Davies et al., Lecture Notes in Computer Science, Vol. 4666, ICA 2007 (2007), pp. 169-176.
    • (2007) Lecture Notes in Computer Science , vol.4666 , pp. 169-176
    • Cichocki, A.1    Zdunek, R.2    Amari, S.3
  • 15
    • 84861153505 scopus 로고    scopus 로고
    • Fast nonnegative matrix/tensor factorization based on low-rank approximation
    • G. Zhou, A. Cichocki and S. Xie, Fast nonnegative matrix/tensor factorization based on low-rank approximation, IEEE Trans. Signal Process. 60 (2012) 2928-2940.
    • (2012) IEEE Trans. Signal Process. , vol.60 , pp. 2928-2940
    • Zhou, G.1    Cichocki, A.2    Xie, S.3
  • 16
    • 79956048185 scopus 로고    scopus 로고
    • Extended HALS algorithm for nonnegative Tucker decomposition and its applications for multiway analysis and classification
    • A. H. Phan and A. Cichocki, Extended HALS algorithm for nonnegative Tucker decomposition and its applications for multiway analysis and classification, Neurocomputing 74 (2011) 1956-1969.
    • (2011) Neurocomputing , vol.74 , pp. 1956-1969
    • Phan, A.H.1    Cichocki, A.2
  • 18
    • 74449093261 scopus 로고    scopus 로고
    • Fast local algorithms for large scale nonnegative matrix and tensor factorizations
    • A. Cichocki and A. H. Phan, Fast local algorithms for large scale nonnegative matrix and tensor factorizations, IEICE Trans. Fund. Electron. Commun. Comput. Sci. 92-A (2009) 708-721.
    • (2009) IEICE Trans. Fund. Electron. Commun. Comput. Sci. , vol.92 A , pp. 708-721
    • Cichocki, A.1    Phan, A.H.2
  • 19
    • 76949100036 scopus 로고    scopus 로고
    • Event-related potentials to task-irrelevant changes in facial expressions, Behav.
    • P. Astikainen and J. K. Hietanen, Event-related potentials to task-irrelevant changes in facial expressions, Behav. Brain Funct. 5 (2009) 30.
    • (2009) Brain Funct. , vol.5 , pp. 30
    • Astikainen, P.1    Hietanen, J.K.2
  • 20
    • 84933679528 scopus 로고    scopus 로고
    • Event-related potentials to unattended changes in facial expressions: Detection of regularity violations or encoding of emotions?
    • P. Astikainen, F. Cong, T. Ristaniemi and J. K. Hietanen, Event-related potentials to unattended changes in facial expressions: Detection of regularity violations or encoding of emotions? Front. Hum. Neurosci. 7 (2013) 557.
    • (2013) Front. Hum. Neurosci. , vol.7 , pp. 557
    • Astikainen, P.1    Cong, F.2    Ristaniemi, T.3    Hietanen, J.K.4
  • 21
    • 38749145531 scopus 로고    scopus 로고
    • Does physical interstimulus variance account for early electrophysiological face sensitive responses in the human brain? Ten lessons on the N170
    • B. Rossion and C. Jacques, Does physical interstimulus variance account for early electrophysiological face sensitive responses in the human brain? Ten lessons on the N170, Neuroimage 39 (2008) 1959-1979.
    • (2008) Neuroimage , vol.39 , pp. 1959-1979
    • Rossion, B.1    Jacques, C.2
  • 22
    • 0029945198 scopus 로고    scopus 로고
    • Stimulus specificity of phase-locked and non-phase-locked 40Hz visual responses in human
    • C. Tallon-Baudry, O. Bertrand, C. Delpuech and J. Pernier, Stimulus specificity of phase-locked and non-phase-locked 40Hz visual responses in human, J. Neurosci. 16 (1996) 4240-4249.
    • (1996) J. Neurosci. , vol.16 , pp. 4240-4249
    • Tallon-Baudry, C.1    Bertrand, O.2    Delpuech, C.3    Pernier, J.4
  • 23
    • 84923150019 scopus 로고    scopus 로고
    • Laboratory for tensor decomposition and analysis
    • G. Zhou and A. Cichocki, Laboratory for tensor decomposition and analysis, TDALAB Ver1.0 (2013), Available at http://bsp.brain.riken.jp/TDA LAB/.
    • (2013) TDALAB Ver1.0
    • Zhou, G.1    Cichocki, A.2
  • 25
    • 70349663945 scopus 로고    scopus 로고
    • Automatic relevance determination for multiway models
    • M. Mørup and L. K. Hansen, Automatic relevance determination for multiway models, J. Chemometr. 23 (2009) 352-363.
    • (2009) J. Chemometr. , vol.23 , pp. 352-363
    • Mørup, M.1    Hansen, L.K.2
  • 26
    • 0034183641 scopus 로고    scopus 로고
    • Three-mode principal components analysis: Choosing the numbers of components and sensitivity to local optima
    • M. E. Timmerman and H. A. Kiers, Three-mode principal components analysis: Choosing the numbers of components and sensitivity to local optima, Br. J. Math. Stat. Psychol. 53 (Pt 1) (2000) 1-16.
    • (2000) Br. J. Math. Stat. Psychol. , vol.53 , pp. 1-16
    • Timmerman, M.E.1    Kiers, H.A.2
  • 27
    • 48749101457 scopus 로고
    • Three-way arrays: Rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics
    • J. B. Kruskal, Three-way arrays: Rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics, Linear Alg. Appl. 18 (1977) 95-138.
    • (1977) Linear Alg. Appl. , vol.18 , pp. 95-138
    • Kruskal, J.B.1
  • 28
    • 0033653594 scopus 로고    scopus 로고
    • On the uniqueness of multilinear decomposition of N-way arrays
    • N. D. Sidiropoulos and R. Bro, On the uniqueness of multilinear decomposition of N-way arrays, J. Chemometr. 14 (2000) 229-239.
    • (2000) J. Chemometr. , vol.14 , pp. 229-239
    • Sidiropoulos, N.D.1    Bro, R.2
  • 30
    • 0033119148 scopus 로고    scopus 로고
    • Functionally independent components of the late positive event-related potential during visual spatial attention
    • S. Makeig, M. Westerfield, T. P. Jung, J. Covington, J. Townsend, T. J. Sejnowski and E. Courchesne, Functionally independent components of the late positive event-related potential during visual spatial attention, J. Neurosci. 19 (1999) 2665-2680.
    • (1999) J. Neurosci. , vol.19 , pp. 2665-2680
    • Makeig, S.1    Westerfield, M.2    Jung, T.P.3    Covington, J.4    Townsend, J.5    Sejnowski, T.J.6    Courchesne, E.7
  • 32
    • 80052314664 scopus 로고    scopus 로고
    • Dimension reduction: Additional benefit of an optimal filter for independent component analysis to extract event-related potentials
    • F. Cong, P. H. Leppanen, P. Astikainen, J. Hämälaïnen, J. K. Hietanen and T. Ristaniemi, Dimension reduction: Additional benefit of an optimal filter for independent component analysis to extract event-related potentials, J. Neurosci. Methods 201 (2011) 269-280.
    • (2011) J. Neurosci. Methods , vol.201 , pp. 269-280
    • Cong, F.1    Leppanen, P.H.2    Astikainen, P.3    Hämälaïnen, J.4    Hietanen, J.K.5    Ristaniemi, T.6
  • 33
    • 57049095978 scopus 로고    scopus 로고
    • Unsupervised multiway data analysis: A literature survey
    • E. Acar and B. Yener, Unsupervised multiway data analysis: A literature survey, IEEE Trans. Knowl. Data Eng. 21 (2009) 6-20.
    • (2009) IEEE Trans. Knowl. Data Eng. , vol.21 , pp. 6-20
    • Acar, E.1    Yener, B.2
  • 38
    • 34547858891 scopus 로고    scopus 로고
    • Nonnegative tensor factorization for continuous EEG classification
    • H. Lee, Y. D. Kim, A. Cichocki and S. Choi, Nonnegative tensor factorization for continuous EEG classification, Int. J. Neural Syst. 17 (2007) 305-317.
    • (2007) Int. J. Neural Syst. , vol.17 , pp. 305-317
    • Lee, H.1    Kim, Y.D.2    Cichocki, A.3    Choi, S.4
  • 41
    • 77649341762 scopus 로고    scopus 로고
    • Regularized tensor discriminant analysis for single trial EEG classification in BCI
    • J. Li and L. Q. Zhang, Regularized tensor discriminant analysis for single trial EEG classification in BCI, Pattern Recogn. Lett. 31 (2010) 619-628.
    • (2010) Pattern Recogn. Lett. , vol.31 , pp. 619-628
    • Li, J.1    Zhang, L.Q.2
  • 42
    • 65249178335 scopus 로고    scopus 로고
    • A prior neurophysiologic knowledge free tensor-based scheme for single trial EEG classification
    • J. Li, L. Q. Zhang, D. Tao, H. Sun, Q. B. Zhao, A prior neurophysiologic knowledge free tensor-based scheme for single trial EEG classification, IEEE Trans. Neural Syst. Rehab. Eng. 17 (2009) 107-115.
    • (2009) IEEE Trans. Neural Syst. Rehab. Eng. , vol.17 , pp. 107-115
    • Li, J.1    Zhang, L.Q.2    Tao, D.3    Sun, H.4    Zhao, Q.B.5
  • 43
    • 80052514462 scopus 로고    scopus 로고
    • Rational variety mapping for contrast-enhanced nonlinear unsupervised segmentation of multispectral images of unstained specimen
    • I. Kopriva, M. Hadzija, M. Popovic Hadzija, M. Korolija and A. Cichocki, Rational variety mapping for contrast-enhanced nonlinear unsupervised segmentation of multispectral images of unstained specimen, Am. J. Pathol. 179 (2011) 547-554.
    • (2011) Am. J. Pathol. , vol.179 , pp. 547-554
    • Kopriva, I.1    Hadzija, M.2    Popovic Hadzija, M.3    Korolija, M.4    Cichocki, A.5
  • 44
    • 77953616322 scopus 로고    scopus 로고
    • Robust demarcation of basal cell carcinoma by dependent component analysis-based segmentation of multi-spectral fluorescence images
    • I. Kopriva, A. Persin, N. Puizina-Ivic and L. Miric, Robust demarcation of basal cell carcinoma by dependent component analysis-based segmentation of multi-spectral fluorescence images, J. Photochem. Photobiol. B. 100 (2010) 10-18.
    • (2010) J. Photochem. Photobiol. B. , vol.100 , pp. 10-18
    • Kopriva, I.1    Persin, A.2    Puizina-Ivic, N.3    Miric, L.4
  • 45
    • 38349054314 scopus 로고    scopus 로고
    • Multilayer nonnegative matrix factorization using projected gradient approaches
    • A. Cichocki and R. Zdunek, Multilayer nonnegative matrix factorization using projected gradient approaches, Int. J. Neural Syst. 17 (2007) 431-446.
    • (2007) Int. J. Neural Syst. , vol.17 , pp. 431-446
    • Cichocki, A.1    Zdunek, R.2
  • 46
    • 1642270808 scopus 로고    scopus 로고
    • Early processing of the six basic facial emotional expressions
    • M. Batty and M. J. Taylor, Early processing of the six basic facial emotional expressions, Brain Res. Cogn. Brain Res. 17 (2003) 613-620.
    • (2003) Brain Res. Cogn. Brain Res. , vol.17 , pp. 613-620
    • Batty, M.1    Taylor, M.J.2
  • 47
    • 33847415827 scopus 로고    scopus 로고
    • An ERP study of emotional face processing in the adult and infant brain
    • J. M. Leppanen, M. C. Moulson, V. K. Vogel-Farley and C. A. Nelson, An ERP study of emotional face processing in the adult and infant brain, Child Dev. 78 (2007) 232-245.
    • (2007) Child Dev , vol.78 , pp. 232-245
    • Leppanen, J.M.1    Moulson, M.C.2    Vogel-Farley, V.K.3    Nelson, C.A.4
  • 48
    • 14644412329 scopus 로고    scopus 로고
    • The perception of fearful and happy facial expression is modulated by anxiety: An event-related potential study Neurosci
    • M. Rossignol, P. Philippot, C. Douilliez, M. Crommelinck and S. Campanella, The perception of fearful and happy facial expression is modulated by anxiety: An event-related potential study, Neurosci. Lett. 377 (2005) 115-120.
    • (2005) Lett. , vol.377 , pp. 115-120
    • Rossignol, M.1    Philippot, P.2    Douilliez, C.3    Crommelinck, M.4    Campanella, S.5
  • 49
    • 34347350289 scopus 로고    scopus 로고
    • Optimal digital filtering versus difference waves on the mismatch negativity in an uninterrupted sound paradigm Dev
    • I. Kalyakin, N. Gonzalez, J. Joutsensalo, T. Huttunen, J. Kaartinen and H. Lyytinen, Optimal digital filtering versus difference waves on the mismatch negativity in an uninterrupted sound paradigm, Dev. Neuropsychol. 31 (2007) 429-452.
    • (2007) Neuropsychol. , vol.31 , pp. 429-452
    • Kalyakin, I.1    Gonzalez, N.2    Joutsensalo, J.3    Huttunen, T.4    Kaartinen, J.5    Lyytinen, H.6
  • 50
    • 84869034845 scopus 로고    scopus 로고
    • Tensors decompositions: New concepts for brain data analysis?
    • A. Cichocki, Tensors decompositions: New concepts for brain data analysis? J. Control Meas., Syst. Integr. 6 (2013) 507-517.
    • (2013) J. Control Meas. Syst. Integr. , vol.6 , pp. 507-517
    • Cichocki, A.1
  • 51
    • 79960037752 scopus 로고    scopus 로고
    • Application of recurrence quantification analysis for the automated identification of epileptic EEG signals
    • U. R. Acharya, S. V. Sree, S. Chattopadhyay, W. Yu and P. C. Ang, Application of recurrence quantification analysis for the automated identification of epileptic EEG signals, Int. J. Neural Syst. 21 (2011) 199-211.
    • (2011) Int. J. Neural Syst. , vol.21 , pp. 199-211
    • Acharya, U.R.1    Sree, S.V.2    Chattopadhyay, S.3    Yu, W.4    Ang, P.C.5
  • 52
    • 80053348045 scopus 로고    scopus 로고
    • Automatic detection of epileptic EEG signals using higher order cumulant features
    • U. R. Acharya, S. V. Sree and J. S. Suri, Automatic detection of epileptic EEG signals using higher order cumulant features, Int. J. Neural Syst. 21 (2011) 403-414.
    • (2011) Int. J. Neural Syst. , vol.21 , pp. 403-414
    • Acharya, U.R.1    Sree, S.V.2    Suri, J.S.3
  • 54
    • 51349083532 scopus 로고    scopus 로고
    • A spatio-temporal wavelet-chaos methodology for EEG-based diagnosis of Alzheimer's disease
    • H. Adeli, S. Ghosh-Dastidar and N. Dadmehr, A spatio-temporal wavelet-chaos methodology for EEG-based diagnosis of Alzheimer's disease, Neurosci. Lett. 444 (2008) 190-194.
    • (2008) Neurosci. Lett. , vol.444 , pp. 190-194
    • Adeli, H.1    Ghosh-Dastidar, S.2    Dadmehr, N.3
  • 55
    • 80051801656 scopus 로고    scopus 로고
    • Functional community analysis of brain: A new approach for EEG-based investigation of the brain pathology
    • M. Ahmadlou and H. Adeli, Functional community analysis of brain: A new approach for EEG-based investigation of the brain pathology, Neuroimage 58 (2011) 401-408.
    • (2011) Neuroimage , vol.58 , pp. 401-408
    • Ahmadlou, M.1    Adeli, H.2
  • 56
    • 77951577412 scopus 로고    scopus 로고
    • Automatic identification of epileptic and background EEG signals using frequency domain parameters
    • O. Faust, U. R. Acharya, L. C. Min and B. H. Sputh, Automatic identification of epileptic and background EEG signals using frequency domain parameters, Int. J. Neural Syst. 20 (2010) 159-176.
    • (2010) Int. J. Neural Syst. , vol.20 , pp. 159-176
    • Faust, O.1    Acharya, U.R.2    Min, L.C.3    Sputh, B.H.4
  • 57
    • 84877274155 scopus 로고    scopus 로고
    • Combination of heterogeneous EEG feature extraction methods and stacked sequential learning for sleep stage classification
    • L. J. Herrera, C. M. Fernandes, A. M. Mora, D. Migotina, R. Largo, A. Guillen and A. C. Rosa, Combination of heterogeneous EEG feature extraction methods and stacked sequential learning for sleep stage classification, Int. J. Neural Syst. 23 (2013) 1350012.
    • (2013) Int. J. Neural Syst. , vol.23 , pp. 1350012
    • Herrera, L.J.1    Fernandes, C.M.2    Mora, A.M.3    Migotina, D.4    Largo, R.5    Guillen, A.6    Rosa, A.C.7
  • 58
    • 84882278346 scopus 로고    scopus 로고
    • Application of intrinsic time-scale decomposition (ITD) to EEG signals for automated seizure prediction
    • R. J. Martis, U. R. Acharya, J. H. Tan, A. Petznick, L. Tong, C. K. Chua and E. Y. Ng, Application of intrinsic time-scale decomposition (ITD) to EEG signals for automated seizure prediction, Int. J. Neural Syst. 23 (2013) 1350023.
    • (2013) Int. J. Neural Syst. , vol.23 , pp. 1350023
    • Martis, R.J.1    Acharya, U.R.2    Tan, J.H.3    Petznick, A.4    Tong, L.5    Chua, C.K.6    Ng, E.Y.7
  • 59
    • 78651088422 scopus 로고    scopus 로고
    • Intrahemispheric, interhemispheric, and distal EEG coherence in Alzheimer's disease
    • Z. Sankari, H. Adeli and A. Adeli, Intrahemispheric, interhemispheric, and distal EEG coherence in Alzheimer's disease, Clin. Neurophysiol. 122 (2011) 897-906.
    • (2011) Clin. Neurophysiol. , vol.122 , pp. 897-906
    • Sankari, Z.1    Adeli, H.2    Adeli, A.3
  • 63
    • 79952957026 scopus 로고    scopus 로고
    • Blind spectral unmixing based on sparse nonnegative matrix factorization
    • Z. Yang, G. Zhou, S. Xie, S. Ding, J. M. Yang and J. Zhang, Blind spectral unmixing based on sparse nonnegative matrix factorization, IEEE Trans. Image Process. 20 (2011) 1112-1125.
    • (2011) IEEE Trans. Image Process. , vol.20 , pp. 1112-1125
    • Yang, Z.1    Zhou, G.2    Xie, S.3    Ding, S.4    Yang, J.M.5    Zhang, J.6
  • 64
    • 80053637334 scopus 로고    scopus 로고
    • Minimum-volume-constrained nonnegative matrix factorization: Enhanced ability of learning parts
    • G. Zhou, S. Xie, Z. Yang, J. M. Yang and Z. He, Minimum-volume-constrained nonnegative matrix factorization: Enhanced ability of learning parts, IEEE Trans. Neural Netw. 22 (2011) 1626-1637.
    • (2011) IEEE Trans. Neural Netw. , vol.22 , pp. 1626-1637
    • Zhou, G.1    Xie, S.2    Yang, Z.3    Yang, J.M.4    He, Z.5
  • 65
    • 79953821926 scopus 로고    scopus 로고
    • Online blind source separation using incremental nonnegative matrix factorization with volume constraint
    • G. Zhou, Z. Yang, S. Xie and J. M. Yang, Online blind source separation using incremental nonnegative matrix factorization with volume constraint, IEEE Trans. Neural Netw. 22 (2011) 550-560.
    • (2011) IEEE Trans. Neural Netw. , vol.22 , pp. 550-560
    • Zhou, G.1    Yang, Z.2    Xie, S.3    Yang, J.M.4


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