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Volumn 18, Issue 3, 2010, Pages 576-588

Non-negative multilinear principal component analysis of auditory temporal modulations for music genre classification

Author keywords

Auditory representations; Music genre classification; Non negative multilinear principal components analysis (NMPCA); Non negative tensor factorization (NTF); Nonnegative matrix factorization (NMF)

Indexed keywords

AUDITORY REPRESENTATION; MUSIC GENRE CLASSIFICATION; NONNEGATIVE MATRIX FACTORIZATION; PRINCIPAL COMPONENTS ANALYSIS; TENSOR FACTORIZATION;

EID: 76949097407     PISSN: 15587916     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASL.2009.2036813     Document Type: Article
Times cited : (105)

References (45)
  • 1
    • 85066199957 scopus 로고    scopus 로고
    • Representing musical genre: A state of the art
    • J. J. Aucouturier and F. Pachet, "Representing musical genre: A state of the art," J. New Music Res., pp. 83-93, 2003.
    • (2003) J. New Music Res. , pp. 83-93
    • Aucouturier, J.J.1    Pachet, F.2
  • 2
    • 85032752479 scopus 로고    scopus 로고
    • Automatic genre classification of music content: A survey
    • Mar.
    • N. Scaringella, G. Zoia, and D. Mlynek, "Automatic genre classification of music content: A survey," IEEE Signal Process. Mag., vol.23, no.2, pp. 133-141, Mar. 2006.
    • (2006) IEEE Signal Process. Mag. , vol.23 , Issue.2 , pp. 133-141
    • Scaringella, N.1    Zoia, G.2    Mlynek, D.3
  • 3
    • 0036648502 scopus 로고    scopus 로고
    • Musical genre classification of audio signals
    • Jul.
    • G. Tzanetakis and P. Cook, "Musical genre classification of audio signals," IEEE Trans. Speech Audio Process., vol.10, no.5, pp. 293-302, Jul. 2002.
    • (2002) IEEE Trans. Speech Audio Process. , vol.10 , Issue.5 , pp. 293-302
    • Tzanetakis, G.1    Cook, P.2
  • 4
    • 33751531805 scopus 로고    scopus 로고
    • Aggregate features and ADABOOST for music classification
    • J. Bergstra, N. Casagrande, D. Erhan, D. Eck, and B. Kegl, "Aggregate features and ADABOOST for music classification," Mach. Learn., vol.65, no.2-3, pp. 473-484, 2006.
    • (2006) Mach. Learn. , vol.65 , Issue.2-3 , pp. 473-484
    • Bergstra, J.1    Casagrande, N.2    Erhan, D.3    Eck, D.4    Kegl, B.5
  • 5
    • 39649092019 scopus 로고    scopus 로고
    • Musical genre classification using nonnegative matrix factorization-based features
    • Feb.
    • A. Holzapfel and Y. Stylianou, "Musical genre classification using nonnegative matrix factorization-based features," IEEE Trans. Audio, Speech, Lang. Process., vol.16, no.2, pp. 424-434, Feb. 2008.
    • (2008) IEEE Trans. Audio, Speech, Lang. Process , vol.16 , Issue.2 , pp. 424-434
    • Holzapfel, A.1    Stylianou, Y.2
  • 10
    • 84873536955 scopus 로고    scopus 로고
    • Evaluation of feature extractors and psychoacoustic transformations for music genre classification
    • London, U.K.
    • T. Lidy and A. Rauber, "Evaluation of feature extractors and psychoacoustic transformations for music genre classification," in Proc. 6th Int. Symp. Music Inf. Retrieval, London, U.K., 2005.
    • (2005) Proc. 6th Int. Symp. Music Inf. Retrieval
    • Lidy, T.1    Rauber, A.2
  • 14
    • 4744344335 scopus 로고    scopus 로고
    • Modulation-scale analysis for content identification
    • October
    • S. Sukittanon, L. E. Atlas, and J. W. Pitton, "Modulation-scale analysis for content identification," IEEE Trans. Signal Process., vol.52, no.10, pp. 3023-3035, October 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.10 , pp. 3023-3035
    • Sukittanon, S.1    Atlas, L.E.2    Pitton, J.W.3
  • 15
    • 0040290402 scopus 로고    scopus 로고
    • Spectro-temporal modulation transfer function and speech intelligibility
    • Nov.
    • T. Chi, Y. Gao, M. C. Guyton, P. Ru, and S. Shamma, "Spectro- temporal modulation transfer function and speech intelligibility," J. Acoust. Soc. Amer., no.5, pp. 2719-2732, Nov. 1999.
    • (1999) J. Acoust. Soc. Amer. , Issue.5 , pp. 2719-2732
    • Chi, T.1    Gao, Y.2    Guyton, M.C.3    Ru, P.4    Shamma, S.5
  • 16
    • 0033813112 scopus 로고    scopus 로고
    • Characterizing frequency selectivity for envelope fluctuations
    • S. D. Ewert and T. Dau, "Characterizing frequency selectivity for envelope fluctuations," J. Acoust. Soc. Amer., vol.108, pp. 1181-1196, 2000.
    • (2000) J. Acoust. Soc. Amer. , vol.108 , pp. 1181-1196
    • Ewert, S.D.1    Dau, T.2
  • 17
    • 0002296637 scopus 로고
    • On the importance of time-a temporal representation of sound
    • M. Cooke, S. Beet, and M. Crawford, Eds. New York: Wiley
    • M. Slaney and R. F. Lyon, "On the importance of time-a temporal representation of sound," in Visual Representations of Speech Signals, M. Cooke, S. Beet, and M. Crawford, Eds. New York: Wiley, 1993, pp. 95-116.
    • (1993) Visual Representations of Speech Signals , pp. 95-116
    • Slaney, M.1    Lyon, R.F.2
  • 18
    • 0346217014 scopus 로고    scopus 로고
    • Modulation spectra of natural sounds and ethological theories of auditory processing
    • N. C. Singh and F. E. Theunissen, "Modulation spectra of natural sounds and ethological theories of auditory processing," J. Acoust. Soc. Amer., vol.114, no.6, pp. 3394-3411, 2003.
    • (2003) J. Acoust. Soc. Amer. , vol.114 , Issue.6 , pp. 3394-3411
    • Singh, N.C.1    Theunissen, F.E.2
  • 19
    • 27744521439 scopus 로고    scopus 로고
    • Tuning for spectro-temporal modulations as a mechanism for auditory discrimination of natural sounds
    • S. Woolley, T. Fremouw, A. Hsu, and F. Theunissen, "Tuning for spectro-temporal modulations as a mechanism for auditory discrimination of natural sounds," Nature Neurosci., vol.8, no.10, pp. 1371-1379, 2005.
    • (2005) Nature Neurosci. , vol.8 , Issue.10 , pp. 1371-1379
    • Woolley, S.1    Fremouw, T.2    Hsu, A.3    Theunissen, F.4
  • 21
    • 34047272330 scopus 로고    scopus 로고
    • Discrimination of speech from nonspeech based on multiscale spectro-temporal modulations
    • May
    • N. Mesgarani, M. Slaney, and S. A. Shamma, "Discrimination of speech from nonspeech based on multiscale spectro-temporal modulations," IEEE Trans. Audio, Speech, Lang. Process., vol.14, no.3, pp. 920-930, May 2006.
    • (2006) IEEE Trans. Audio, Speech, Lang. Process , vol.14 , Issue.3 , pp. 920-930
    • Mesgarani, N.1    Slaney, M.2    Shamma, S.A.3
  • 22
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by nonnegative matrix factorization
    • D. D. Lee and H. S. Seung, "Learning the parts of objects by nonnegative matrix factorization," Nature, vol.401, pp. 788-791, 1999.
    • (1999) Nature , vol.401 , pp. 788-791
    • Lee, D.D.1    Seung, H.S.2
  • 23
    • 34548050716 scopus 로고    scopus 로고
    • A study on three linear discriminant analysis based methods in small sample size problem
    • J. Liu, S. Chen, and X. Tan, "A study on three linear discriminant analysis based methods in small sample size problem," Pattern Recognition, vol.41, no.1, pp. 102-116, 2008.
    • (2008) Pattern Recognition , vol.41 , Issue.1 , pp. 102-116
    • Liu, J.1    Chen, S.2    Tan, X.3
  • 24
    • 35148836624 scopus 로고    scopus 로고
    • Factoring Gaussian precision matrices for linear dynamic models
    • J. Frankel and S. King, "Factoring Gaussian precision matrices for linear dynamic models," Pattern Recogn. Lett. , vol.28, no.16, pp. 2264-2272, 2007.
    • (2007) Pattern Recogn. Lett. , vol.28 , Issue.16 , pp. 2264-2272
    • Frankel, J.1    King, S.2
  • 25
    • 36048992886 scopus 로고    scopus 로고
    • General tensor discriminant analysis and Gabor features for gait recognition
    • Oct.
    • D. Tao, X. Li, X.Wu, and S. J. Maybank, "General tensor discriminant analysis and Gabor features for gait recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol.29, no.10, pp. 1700-1715, Oct. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.10 , pp. 1700-1715
    • Tao, D.1    Li, X.2    Wu, X.3    Maybank, S.J.4
  • 26
    • 0034861343 scopus 로고    scopus 로고
    • Positive tensor factorization
    • M. Welling and M. Weber, "Positive tensor factorization," Pattern Recognition Lett., vol.22, no.12, pp. 1255-1261, 2001.
    • (2001) Pattern Recognition Lett. , vol.22 , Issue.12 , pp. 1255-1261
    • Welling, M.1    Weber, M.2
  • 27
    • 31844432834 scopus 로고    scopus 로고
    • Non-negative tensor factorization with applications to statistics and computer vision
    • A. Shashua and T. Hazan, "Non-negative tensor factorization with applications to statistics and computer vision," in Proc. 22nd Int. Conf. Mach. Learn., 2005, pp. 792-799.
    • (2005) Proc. 22nd Int. Conf. Mach. Learn. , pp. 792-799
    • Shashua, A.1    Hazan, T.2
  • 28
    • 85032751966 scopus 로고    scopus 로고
    • Nonnegative matrix and tensor factorization
    • Jan.
    • A. Cichocki, R. Zdunek, and S. Amari, "Nonnegative matrix and tensor factorization," IEEE Signal Process. Mag., vol.25, no.1, pp. 142-145, Jan. 2008.
    • (2008) IEEE Signal Process. Mag. , vol.25 , Issue.1 , pp. 142-145
    • Cichocki, A.1    Zdunek, R.2    Amari, S.3
  • 29
    • 38749143022 scopus 로고    scopus 로고
    • MPCA: Multilinear principal component analysis of tensor objects
    • Jan.
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "MPCA: Multilinear principal component analysis of tensor objects," IEEE Trans. Neural Netw., vol.19, no.1, pp. 18-39, Jan. 2008.
    • (2008) IEEE Trans. Neural Netw. , vol.19 , Issue.1 , pp. 18-39
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 32
    • 0026626445 scopus 로고
    • Auditory representations of acoustic signals
    • Mar.
    • X. Yang, K. Wang, and S. A. Shamma, "Auditory representations of acoustic signals," IEEE Trans. Inf. Theory, vol.38, no.2, pp. 824-839, Mar. 1992.
    • (1992) IEEE Trans. Inf. Theory , vol.38 , Issue.2 , pp. 824-839
    • Yang, X.1    Wang, K.2    Shamma, S.A.3
  • 33
    • 0041941417 scopus 로고    scopus 로고
    • Encoding sound timbre in the auditory system
    • S. A. Shamma, "Encoding sound timbre in the auditory system," IETE J. Res., vol.49, no.2-3, pp. 145-156, 2003.
    • (2003) IETE J. Res. , vol.49 , Issue.2-3 , pp. 145-156
    • Shamma, S.A.1
  • 34
    • 68649096448 scopus 로고    scopus 로고
    • Tensor decompositions and applications
    • Sep.
    • T. G. Kolda and B. W. Bader, "Tensor decompositions and applications," SIAM Rev., vol.51, no.3, Sep. 2008.
    • (2008) SIAM Rev. , vol.51 , Issue.3
    • Kolda, T.G.1    Bader, B.W.2
  • 35
    • 0024104032 scopus 로고
    • An optimal transformation for discriminant and principal component analysis
    • Nov.
    • J. Duchene and S. Leclercq, "An optimal transformation for discriminant and principal component analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol.10, no.6, pp. 978-983, Nov. 1988.
    • (1988) IEEE Trans. Pattern Anal. Mach. Intell. , vol.10 , Issue.6 , pp. 978-983
    • Duchene, J.1    Leclercq, S.2
  • 37
    • 0002332422 scopus 로고
    • Principal component analysis of three-mode data by means of alternating least squares algorithms
    • Mar.
    • P. Kroonenberg and J. Leeuw, "Principal component analysis of three-mode data by means of alternating least squares algorithms," Psychometrika, vol.45, no.1, pp. 69-97, Mar. 1980.
    • (1980) Psychometrika , vol.45 , Issue.1 , pp. 69-97
    • Kroonenberg, P.1    Leeuw, J.2
  • 38
    • 0000396062 scopus 로고    scopus 로고
    • Natural gradient works efficiently in learning
    • S. I. Amari, "Natural gradient works efficiently in learning," Neural Comput., vol.10, no.2, pp. 251-276, 1998.
    • (1998) Neural Comput. , vol.10 , Issue.2 , pp. 251-276
    • Amari, S.I.1
  • 39
    • 0032216898 scopus 로고    scopus 로고
    • The geometry of algorithms with orthogonality constraints
    • A. Edelman, A. T. Arias, and T. S. Smith, "The geometry of algorithms with orthogonality constraints," SIAM J. Matrix Anal. Applicat., vol.20, no.2, pp. 303-353, 1999.
    • (1999) SIAM J. Matrix Anal. Applicat. , vol.20 , Issue.2 , pp. 303-353
    • Edelman, A.1    Arias, A.T.2    Smith, T.S.3
  • 40
    • 76949102796 scopus 로고    scopus 로고
    • A Newton-Grassmann method for computing the best multi-linear rank-(r1, r2, r3)approximation of a tensor Dept. of Math
    • E. Lars and S. Berkant, A Newton-Grassmann method for computing the best multi-linear rank-(r1, r2, r3) approximation of a tensor Dept. of Math., Linköpings Univ., 2007, Tech. Rep..
    • Linköpings Univ. 2007, Tech. Rep.
    • Lars, E.1    Berkant, S.2
  • 41
    • 35648932867 scopus 로고    scopus 로고
    • Multiplicative updates for non-negative projections
    • Z. Yang and J. Laaksonen, "Multiplicative updates for non-negative projections," Neurocomputing, vol.71, no.1-3, pp. 363-373, 2007.
    • (2007) Neurocomputing , vol.71 , Issue.1-3 , pp. 363-373
    • Yang, Z.1    Laaksonen, J.2
  • 45
    • 4944228528 scopus 로고    scopus 로고
    • A Practical guide to support vector classification
    • National Taiwan Univ., Tech. Rep
    • C. Hsu, C. C. Chang, and C. J. Lin, "A Practical guide to support vector classification," Dept. of Comput. Sci., National Taiwan Univ., 2003, Tech. Rep
    • (2003) Dept. of Comput. Sci.
    • Hsu, C.1    Chang, C.C.2    Lin, C.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.