메뉴 건너뛰기




Volumn 86, Issue 3, 2006, Pages 603-623

On the use of sparse signal decomposition in the analysis of multi-channel surface electromyograms

Author keywords

Blind source separation; Independent component analysis; Sparse component analysis; Sparse nonnegative matrix factorization; Surface EMG

Indexed keywords

ALGORITHMS; INDEPENDENT COMPONENT ANALYSIS; MATHEMATICAL MODELS; MATRIX ALGEBRA; SPURIOUS SIGNAL NOISE;

EID: 30844446051     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2005.05.032     Document Type: Article
Times cited : (24)

References (47)
  • 3
    • 4544304077 scopus 로고    scopus 로고
    • Blind source separation and sparse component analysis of overcomplete mixtures
    • Montreal Canada
    • P. Georgiev, F. Theis, and A. Cichocki Blind source separation and sparse component analysis of overcomplete mixtures Proceedings of ICASSP 2004 vol. 5 2004 Montreal Canada 493 496
    • (2004) Proceedings of ICASSP 2004 , vol.5 , pp. 493-496
    • Georgiev, P.1    Theis, F.2    Cichocki, A.3
  • 4
    • 23044451368 scopus 로고    scopus 로고
    • Sparse component analysis and blind source separation of underdetermined mixtures
    • P. Georgiev, F. Theis, A. Cichocki, Sparse component analysis and blind source separation of underdetermined mixtures, IEEE Trans. Neural Networks 16 (4) (2005) 992-996.
    • (2005) IEEE Trans. Neural Networks , vol.16 , Issue.4 , pp. 992-996
    • Georgiev, P.1    Theis, F.2    Cichocki, A.3
  • 5
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by non-negative matrix factorization
    • D. Lee, and H. Seung Learning the parts of objects by non-negative matrix factorization Nature 40 1999 788 791
    • (1999) Nature , vol.40 , pp. 788-791
    • Lee, D.1    Seung, H.2
  • 7
    • 0742306442 scopus 로고    scopus 로고
    • A geometric algorithm for overcomplete linear ICA
    • F. Theis, E. Lang, and C. Puntonet A geometric algorithm for overcomplete linear ICA Neurocomputing 56 2004 381 398
    • (2004) Neurocomputing , vol.56 , pp. 381-398
    • Theis, F.1    Lang, E.2    Puntonet, C.3
  • 8
    • 0000660321 scopus 로고    scopus 로고
    • Blind source separation by sparse decomposition in a signal dictionary
    • M. Zibulevsky, and B. Pearlmutter Blind source separation by sparse decomposition in a signal dictionary Neural Computation 13 4 2001 863 882
    • (2001) Neural Computation , vol.13 , Issue.4 , pp. 863-882
    • Zibulevsky, M.1    Pearlmutter, B.2
  • 9
    • 0034133184 scopus 로고    scopus 로고
    • Learning overcomplete representations
    • M. Lewicki, and T. Sejnowski Learning overcomplete representations Neural Computation 12 2 2000 337 365
    • (2000) Neural Computation , vol.12 , Issue.2 , pp. 337-365
    • Lewicki, M.1    Sejnowski, T.2
  • 10
    • 0029938380 scopus 로고    scopus 로고
    • Emergence of simple-cell receptive field properties by learning a sparse code for natural images
    • B. Olshausen, and D. Field Emergence of simple-cell receptive field properties by learning a sparse code for natural images Nature 381 6583 1996 607 609
    • (1996) Nature , vol.381 , Issue.6583 , pp. 607-609
    • Olshausen, B.1    Field, D.2
  • 11
    • 1242331294 scopus 로고    scopus 로고
    • A 'non-negative pca' algorithm for independent component analysis
    • M.D. Plumbley, and E. Oja A 'non-negative pca' algorithm for independent component analysis IEEE Trans. Neural Networks 15 1 2004 66 76
    • (2004) IEEE Trans. Neural Networks , vol.15 , Issue.1 , pp. 66-76
    • Plumbley, M.D.1    Oja, E.2
  • 12
    • 1242316846 scopus 로고    scopus 로고
    • Blind separation of positive sources using non-negative pca
    • Nara Japan
    • E. Oja, and M.D. Plumbley Blind separation of positive sources using non-negative pca Proceedings of ICA 2003 2003 Nara Japan 11 16
    • (2003) Proceedings of ICA 2003 , pp. 11-16
    • Oja, E.1    Plumbley, M.D.2
  • 13
    • 0141564874 scopus 로고    scopus 로고
    • Non-negative matrix factorization for visual coding
    • W. Liu, N. Zheng, and X. Lu Non-negative matrix factorization for visual coding Proceedings of ICASSP 2003 vol. III 2003 293 296
    • (2003) Proceedings of ICASSP 2003 , vol.3 , pp. 293-296
    • Liu, W.1    Zheng, N.2    Lu, X.3
  • 14
    • 84900510076 scopus 로고    scopus 로고
    • Non-negative matrix factorization with sparseness constraints
    • P. Hoyer Non-negative matrix factorization with sparseness constraints J. Mach. Learn. Res. 5 2004 1457 1469
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 1457-1469
    • Hoyer, P.1
  • 17
    • 1642337026 scopus 로고    scopus 로고
    • The extraction of neural strategies from the surface EMG
    • D. Farina, R. Merletti, and R. Enoka The extraction of neural strategies from the surface EMG J. Appl. Physiol. 96 2004 1486 1495
    • (2004) J. Appl. Physiol. , vol.96 , pp. 1486-1495
    • Farina, D.1    Merletti, R.2    Enoka, R.3
  • 18
    • 23044503830 scopus 로고    scopus 로고
    • Decomposition algorithm for surface electrode-array electromyogram
    • G. García, R. Okuno, K. Akazawa, Decomposition algorithm for surface electrode-array electromyogram, IEEE Eng. Med. Biol. Mag 24 (4) (2005) 63-72.
    • (2005) IEEE Eng. Med. Biol. Mag , vol.24 , Issue.4 , pp. 63-72
    • García, G.1    Okuno, R.2    Akazawa, K.3
  • 19
    • 0032190889 scopus 로고    scopus 로고
    • Estimation of the relationship between the noninvasively detected activity of single motor units and their characteristic pathological changes by modelling
    • C. Disselhorst-Klug, J. Silny, and G. Rau Estimation of the relationship between the noninvasively detected activity of single motor units and their characteristic pathological changes by modelling J. Electromyogr. Kinesiol. 8 1998 323 335
    • (1998) J. Electromyogr. Kinesiol. , vol.8 , pp. 323-335
    • Disselhorst-Klug, C.1    Silny, J.2    Rau, G.3
  • 20
    • 0019728687 scopus 로고
    • Relationship of intracellular and extracellular action potentials of skeletal muscle fibers
    • S. Andreassen, and A. Rosenfalck Relationship of intracellular and extracellular action potentials of skeletal muscle fibers CRC Critical Rev. Bioeng. 6 4 1981 267 306
    • (1981) CRC Critical Rev. Bioeng. , vol.6 , Issue.4 , pp. 267-306
    • Andreassen, S.1    Rosenfalck, A.2
  • 21
    • 0014591232 scopus 로고
    • Statistical analysis of motor unit firing patterns in a human skeletal muscle
    • H. Clamann Statistical analysis of motor unit firing patterns in a human skeletal muscle Biophys. J. 9 1969 1233 1251
    • (1969) Biophys. J. , vol.9 , pp. 1233-1251
    • Clamann, H.1
  • 24
    • 23044496164 scopus 로고    scopus 로고
    • Motor unit decomposition of surface emg using multichannel blind deconvolution
    • Vienna Austria
    • S. Maekawa, T. Arimoto, M. Kotani, and Y. Fujiwara Motor unit decomposition of surface emg using multichannel blind deconvolution Proceedings of ISEK 2002 2002 Vienna Austria 38 39
    • (2002) Proceedings of ISEK 2002 , pp. 38-39
    • Maekawa, S.1    Arimoto, T.2    Kotani, M.3    Fujiwara, Y.4
  • 25
    • 0021890438 scopus 로고
    • Automatic decomposition of the clinical electromyogram
    • K. McGill, K. Cummins, and L. Dorfman Automatic decomposition of the clinical electromyogram IEEE Trans. Biomed. Eng. 32 7 1985 470 477
    • (1985) IEEE Trans. Biomed. Eng. , vol.32 , Issue.7 , pp. 470-477
    • McGill, K.1    Cummins, K.2    Dorfman, L.3
  • 26
    • 0028416938 scopus 로고
    • Independent component analysis - A new concept?
    • P. Comon Independent component analysis - a new concept? Signal Processing 36 1994 287 314
    • (1994) Signal Processing , vol.36 , pp. 287-314
    • Comon, P.1
  • 27
    • 3142759950 scopus 로고    scopus 로고
    • A new concept for separability problems in blind source separation
    • F. Theis A new concept for separability problems in blind source separation Neural Computation 16 2004 1827 1850
    • (2004) Neural Computation , vol.16 , pp. 1827-1850
    • Theis, F.1
  • 28
    • 0001183650 scopus 로고
    • Space or time adaptive signal processing by neural network models
    • J. Denker American Institute of Physics New York
    • J. Hérault, and C. Jutten Space or time adaptive signal processing by neural network models J. Denker Neural Networks for Computing, Proceedings of the AIP Conference 1986 American Institute of Physics New York 206 211
    • (1986) Neural Networks for Computing, Proceedings of the AIP Conference , pp. 206-211
    • Hérault, J.1    Jutten, C.2
  • 29
    • 0030544243 scopus 로고
    • Jacobi angles for simultaneous diagonalization
    • J.-F. Cardoso, and A. Souloumiac Jacobi angles for simultaneous diagonalization SIAM J. Mat. Anal. Appl. 17 1 1995 161 164
    • (1995) SIAM J. Mat. Anal. Appl. , vol.17 , Issue.1 , pp. 161-164
    • Cardoso, J.-F.1    Souloumiac, A.2
  • 30
    • 0036648367 scopus 로고    scopus 로고
    • Non-orthogonal joint diagonalization in the leastsquares sense with application in blind source separation
    • A. Yeredor Non-orthogonal joint diagonalization in the leastsquares sense with application in blind source separation IEEE Trans. Signal Process. 50 7 2002 1545 1553
    • (2002) IEEE Trans. Signal Process. , vol.50 , Issue.7 , pp. 1545-1553
    • Yeredor, A.1
  • 31
  • 32
    • 35048877131 scopus 로고    scopus 로고
    • Decomposition of synthetic multi-channel surface-electromyogram using independent component analysis
    • Proceedings of ICA 2004 Granada, Spain
    • G. García, K. Maekawa, K. Akazawa, Decomposition of synthetic multi-channel surface-electromyogram using independent component analysis, in: Proceedings of ICA 2004, Lecture Notes in Computer Science, vol. 3195, Granada, Spain, 2004, pp. 985-991.
    • (2004) Lecture Notes in Computer Science , vol.3195 , pp. 985-991
    • García, G.1    Maekawa, K.2    Akazawa, K.3
  • 33
    • 0347296257 scopus 로고    scopus 로고
    • Classification of neural activities from tetrode recordings using independent component analysis
    • S. Takahashi, Y. Sakurai, M. Tsukada, and Y. Anzai Classification of neural activities from tetrode recordings using independent component analysis Neurocomputing 49 2002 289 298
    • (2002) Neurocomputing , vol.49 , pp. 289-298
    • Takahashi, S.1    Sakurai, Y.2    Tsukada, M.3    Anzai, Y.4
  • 34
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • A. Hyvärinen, and E. Oja A fast fixed-point algorithm for independent component analysis Neural Computation 9 1997 1483 1492
    • (1997) Neural Computation , vol.9 , pp. 1483-1492
    • Hyvärinen, A.1    Oja, E.2
  • 35
    • 0028561099 scopus 로고
    • Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values
    • P. Paatero, and U. Tapper Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values Environmetrics 5 1994 111 126
    • (1994) Environmetrics , vol.5 , pp. 111-126
    • Paatero, P.1    Tapper, U.2
  • 37
    • 23844540199 scopus 로고    scopus 로고
    • Robust overcomplete matrix recovery for sparse sources using a generalized hough transform
    • d-side, Evere, Belgium, Bruges, Belgium
    • F. Theis, P. Georgiev, and A. Cichocki Robust overcomplete matrix recovery for sparse sources using a generalized hough transform Proceedings of ESANN 2004 d-side, Evere, Belgium, Bruges, Belgium 2004 343 348
    • (2004) Proceedings of ESANN 2004 , pp. 343-348
    • Theis, F.1    Georgiev, P.2    Cichocki, A.3
  • 39
    • 0018654889 scopus 로고
    • Physiology and mathematics of myoelectric signals
    • C.D. Luca Physiology and mathematics of myoelectric signals IEEE Trans. Biomed. Eng. 26 6 1979 313 325
    • (1979) IEEE Trans. Biomed. Eng. , vol.26 , Issue.6 , pp. 313-325
    • Luca, C.D.1
  • 40
    • 0020000411 scopus 로고
    • Control scheme governing concurrently active human motor units during voluntary contractions
    • C.D. Luca, R. LeFever, M. McCue, and A. Xenakis Control scheme governing concurrently active human motor units during voluntary contractions J. Physiol. 329 1982 129 142
    • (1982) J. Physiol. , vol.329 , pp. 129-142
    • Luca, C.D.1    Lefever, R.2    McCue, M.3    Xenakis, A.4
  • 42
    • 84892189639 scopus 로고    scopus 로고
    • A novel measure for independent component analysis (ICA)
    • Seattle
    • D. Xu, J. Principe, J.F. III, and H.-C. Wu A novel measure for independent component analysis (ICA) Proceedings of ICASSP 1998 vol. 2 1998 Seattle 1161 1164
    • (1998) Proceedings of ICASSP 1998 , vol.2 , pp. 1161-1164
    • Xu, D.1    Principe, J.2    Iii, J.F.3    Wu, H.-C.4
  • 43
    • 0242566048 scopus 로고    scopus 로고
    • Measures of dependence and tests of independence
    • D. Tjøstheim Measures of dependence and tests of independence Statistics 28 1996 249 282
    • (1996) Statistics , vol.28 , pp. 249-282
    • Tjøstheim, D.1
  • 45
    • 30844457615 scopus 로고    scopus 로고
    • Postnonlinear overcomplete blind source separation using sparse sources
    • Proceedings of ICA 2004 Granada Spain
    • F. Theis, S. Amari, Postnonlinear overcomplete blind source separation using sparse sources, in: Proceedings of ICA 2004, Lecture Notes in Computer Science, Granada, vol. 3195, Spain, 2004, pp. 718-725.
    • (2004) Lecture Notes in Computer Science , vol.3195 , pp. 718-725
    • Theis, F.1    Amari, S.2
  • 46
    • 1542331429 scopus 로고    scopus 로고
    • Motor unit action potential counts in surface electrode array EMG
    • Cancun, Mexico
    • P. Zhou, Z. Erim, and W. Rymer Motor unit action potential counts in surface electrode array EMG Proceedings of IEEE EMBS 2003 Cancun, Mexico 2003 2067 2070
    • (2003) Proceedings of IEEE EMBS 2003 , pp. 2067-2070
    • Zhou, P.1    Erim, Z.2    Rymer, W.3
  • 47
    • 0003604724 scopus 로고    scopus 로고
    • European recommendations for surface electromyography
    • Roessingh Research and Development b.v. (CD-ROM)
    • B. Freriks, H. Hermens, European Recommendations for surface electromyography, results of the SENIAM project, Roessingh Research and Development b.v. (CD-ROM), 1999.
    • (1999) Results of the SENIAM Project
    • Freriks, B.1    Hermens, H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.