메뉴 건너뛰기




Volumn 54, Issue 6 I, 2006, Pages 2198-2212

Exploitation of source nonstationarity in underdetermined blind source separation with advanced clustering techniques

Author keywords

Gap statistics; Self splitting competitive learning (SSCL); Time frequency (TF) representation; Underdetermined blind source separation (BSS)

Indexed keywords

EIGENVALUES AND EIGENFUNCTIONS; FREQUENCY DOMAIN ANALYSIS; GAUSSIAN NOISE (ELECTRONIC); NUMERICAL METHODS; STATISTICAL METHODS; TIME DOMAIN ANALYSIS; VECTOR QUANTIZATION;

EID: 33744550968     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2006.873367     Document Type: Article
Times cited : (35)

References (46)
  • 2
    • 0029411030 scopus 로고
    • "An information maximization approach to blind separation and blind deconvolution"
    • Nov
    • A. J. Bell and T. J. Sejnowski, "An information maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, no. 6, pp. 1129-1159, Nov. 1995.
    • (1995) Neural Comput. , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 3
    • 33749754615 scopus 로고    scopus 로고
    • "A new learning algorithm for blind signal separation"
    • S.-I. Amari, A. Cichocki, and H. Yang, "A new learning algorithm for blind signal separation," Adv. Neural Info. Proc. Syst., vol. 8, pp. 757-763, 1996.
    • (1996) Adv. Neural Info. Proc. Syst. , vol.8 , pp. 757-763
    • Amari, S.-I.1    Cichocki, A.2    Yang, H.3
  • 8
    • 0028416938 scopus 로고
    • "Independent component analysis: A new concept?"
    • Apr
    • P. Comon, "Independent component analysis: A new concept?," Signal Process., vol. 36, no. 3, pp. 287-314, Apr. 1994.
    • (1994) Signal Process. , vol.36 , Issue.3 , pp. 287-314
    • Comon, P.1
  • 9
    • 0032187518 scopus 로고    scopus 로고
    • "Blind signal separation: Statistical principles"
    • Oct
    • J.-F. Cardoso, "Blind signal separation: Statistical principles," Proc. IEEE, vol. 9, no. 10, pp. 2009-2025, Oct. 1998.
    • (1998) Proc. IEEE , vol.9 , Issue.10 , pp. 2009-2025
    • Cardoso, J.-F.1
  • 10
    • 0032204239 scopus 로고    scopus 로고
    • "Blind source separation based on time-frequency signal representations"
    • A. Belouchrani and M. G. Amin, "Blind source separation based on time-frequency signal representations," IEEE Trans. Signal Process., vol. 46, no. 11, pp. 2888-2897, 1998.
    • (1998) IEEE Trans. Signal Process. , vol.46 , Issue.11 , pp. 2888-2897
    • Belouchrani, A.1    Amin, M.G.2
  • 11
    • 0032131292 scopus 로고    scopus 로고
    • "Automic decomposition by basis pursuit"
    • S. Chen, D. L. Donoho, and M. A. Saunders, "Automic decomposition by basis pursuit," SIAM J. Scientif., vol. 20, no. 1, pp. 33-61, 1998.
    • (1998) SIAM J. Scientif. , vol.20 , Issue.1 , pp. 33-61
    • Chen, S.1    Donoho, D.L.2    Saunders, M.A.3
  • 12
    • 0032624821 scopus 로고    scopus 로고
    • "Blind source separation of more sources than mixtures using overcomplete representations"
    • T. Lee, M. Lewicki, M. Girolami, and T. Sejnowski, "Blind source separation of more sources than mixtures using overcomplete representations," IEEE Signal Process. Lett., vol. 6, no. 4, pp. 87-90, 1998.
    • (1998) IEEE Signal Process. Lett. , vol.6 , Issue.4 , pp. 87-90
    • Lee, T.1    Lewicki, M.2    Girolami, M.3    Sejnowski, T.4
  • 13
    • 84898976425 scopus 로고    scopus 로고
    • "Learning nonlinear overcomplete representations for efficient coding"
    • M. S. Lewicki and T. J. Sejnowski, "Learning nonlinear overcomplete representations for efficient coding," Adv. Neural Info. Process. Syst., pp. 815-821, 1998.
    • (1998) Adv. Neural Info. Process. Syst. , pp. 815-821
    • Lewicki, M.S.1    Sejnowski, T.J.2
  • 14
    • 0034133184 scopus 로고    scopus 로고
    • "Learning overcomplete representations"
    • M. S. Lewicki and T. J. Sejnowski, "Learning overcomplete representations," Neural Comput., vol. 12, no. 2, pp. 337-365, 1998.
    • (1998) Neural Comput. , vol.12 , Issue.2 , pp. 337-365
    • Lewicki, M.S.1    Sejnowski, T.J.2
  • 15
    • 0035501128 scopus 로고    scopus 로고
    • "Underdetermined blind source separation using sparse representation"
    • P. Bofill and M. Zibulevsky, "Underdetermined blind source separation using sparse representation," Signal Process., vol. 81, pp. 2253-2362, 2001.
    • (2001) Signal Process. , vol.81 , pp. 2253-2362
    • Bofill, P.1    Zibulevsky, M.2
  • 16
    • 0000660321 scopus 로고    scopus 로고
    • "Blind source separation by sparse decomposition in a signal dictionary"
    • M. Zibulevsky and B. A. Pearlmutter, "Blind source separation by sparse decomposition in a signal dictionary," Neural Comput., vol. 13, no. 4, pp. 863-882, 2001.
    • (2001) Neural Comput. , vol.13 , Issue.4 , pp. 863-882
    • Zibulevsky, M.1    Pearlmutter, B.A.2
  • 19
    • 33744533106 scopus 로고    scopus 로고
    • "Underdetermined blind source separation using a probabilistic source sparsity model"
    • presented at the Int. Symp. Independent Component Analysis Blind Signal Separation
    • L. Vielva, D. Erdogmus, and J. C. Principe, "Underdetermined blind source separation using a probabilistic source sparsity model," presented at the Int. Symp. Independent Component Analysis Blind Signal Separation, 2001.
    • (2001)
    • Vielva, L.1    Erdogmus, D.2    Principe, J.C.3
  • 20
    • 0030234706 scopus 로고    scopus 로고
    • "Decomposition of quantics in sums of powers of linear forms"
    • P. Comon and B. Mourrain, "Decomposition of quantics in sums of powers of linear forms," Signal Process., vol. 52, no. 2, pp. 93-108, 1996.
    • (1996) Signal Process. , vol.52 , Issue.2 , pp. 93-108
    • Comon, P.1    Mourrain, B.2
  • 22
    • 0036590657 scopus 로고    scopus 로고
    • "Blind identification of convolutive MIMO systems with 3 sources and 2 sensors"
    • B. Chen, A. P. Petropulu, and L. Lathauwer, "Blind identification of convolutive MIMO systems with 3 sources and 2 sensors," EURASIP J. Signal Process., vol. 2002, no. 5, pp. 487-496, 2002.
    • (2002) EURASIP J. Signal Process. , vol.2002 , Issue.5 , pp. 487-496
    • Chen, B.1    Petropulu, A.P.2    Lathauwer, L.3
  • 23
    • 0031102203 scopus 로고    scopus 로고
    • "Sparse signal reconstruction from limited data using FOCUSS: A re-weighted minimum norm algorithm"
    • Mar
    • I. F. Gorodnitsky and B. D. Rao, "Sparse signal reconstruction from limited data using FOCUSS: A re-weighted minimum norm algorithm," IEEE Trans. Signal Process., vol. 45, no. 3, pp. 600-616, Mar. 1997.
    • (1997) IEEE Trans. Signal Process. , vol.45 , Issue.3 , pp. 600-616
    • Gorodnitsky, I.F.1    Rao, B.D.2
  • 24
    • 0035574226 scopus 로고    scopus 로고
    • "An improved FOCUSS-based learning algorithm for solving blind sparse linear inverse problems"
    • Pacific Grove, CA, Nov. 4-7
    • J. F. Murray and K. K. Delgado, "An improved FOCUSS-based learning algorithm for solving blind sparse linear inverse problems," in IEEE Conf. Rec. 35rd Asilomar Conf. Signal, Syst. Comp., vol. 1, Pacific Grove, CA, Nov. 4-7, 2001, pp. 347-351.
    • (2001) IEEE Conf. Rec. 35rd Asilomar Conf. Signal, Syst. Comp. , vol.1 , pp. 347-351
    • Murray, J.F.1    Delgado, K.K.2
  • 29
    • 4544345927 scopus 로고    scopus 로고
    • "Temporal and time-frequency correlation-based blind source separation methods"
    • Y. Deville, "Temporal and time-frequency correlation-based blind source separation methods," in Proc. ICA, 2003, pp. 1059-1064.
    • (2003) Proc. ICA , pp. 1059-1064
    • Deville, Y.1
  • 30
    • 4444262052 scopus 로고    scopus 로고
    • "From blind source separation to blind source cancellation in the underdetermined case: A new approach based on time-frequency analysis"
    • San Diego, CA, Dec. 9-12
    • F. Abrard, Y. Deville, and P. White, "From blind source separation to blind source cancellation in the underdetermined case: A new approach based on time-frequency analysis," in Proc. Int. Conf. Independent Component Analysis Blind Source Separation, San Diego, CA, Dec. 9-12, 2001, pp. 734-739.
    • (2001) Proc. Int. Conf. Independent Component Analysis Blind Source Separation , pp. 734-739
    • Abrard, F.1    Deville, Y.2    White, P.3
  • 32
    • 0024705330 scopus 로고
    • "Time-frequency distribution - A review"
    • L. Cohen, "Time-frequency distribution - A review," Proc. IEEE, vol. 77, no. 7, pp. 941-981, 1989.
    • (1989) Proc. IEEE , vol.77 , Issue.7 , pp. 941-981
    • Cohen, L.1
  • 33
    • 0030291361 scopus 로고    scopus 로고
    • "On the number of clusters"
    • A. Hardy, "On the number of clusters," Comput. Stat. Data Anal., vol. 23, pp. 83-96, 1996.
    • (1996) Comput. Stat. Data Anal. , vol.23 , pp. 83-96
    • Hardy, A.1
  • 34
    • 0003414440 scopus 로고    scopus 로고
    • "Estimating the number of clusters in a data set via the gap statistic"
    • Stanford Univ., Stanford, CA, Tech. Rep. 208
    • T. Hastie, R. Tibshirani, and G. Walther, "Estimating the number of clusters in a data set via the gap statistic," Stanford Univ., Stanford, CA, Tech. Rep. 208, 2000.
    • (2000)
    • Hastie, T.1    Tibshirani, R.2    Walther, G.3
  • 35
    • 0036506135 scopus 로고    scopus 로고
    • "Self-splitting competitive learning: A new on-line clustering paradigm"
    • Y.-J. Zhang and Z.-Q. Liu, "Self-splitting competitive learning: A new on-line clustering paradigm," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 369-380, 2002.
    • (2002) IEEE Trans. Neural Netw. , vol.13 , Issue.2 , pp. 369-380
    • Zhang, Y.-J.1    Liu, Z.-Q.2
  • 36
    • 85032751591 scopus 로고
    • "Linear and quadratic time-frequency signal representation"
    • F. Hlawatsch and G. F. Boudreaux-Bartels, "Linear and quadratic time-frequency signal representation," IEEE Signal Process. Mag., vol. 9, no. 2, pp. 21-67, 1992.
    • (1992) IEEE Signal Process. Mag. , vol.9 , Issue.2 , pp. 21-67
    • Hlawatsch, F.1    Boudreaux-Bartels, G.F.2
  • 37
    • 78651087519 scopus 로고    scopus 로고
    • "Active source selection using Gap statistics for underdetermined blind source separation"
    • Y. Luo and J. A. Chambers, "Active source selection using Gap statistics for underdetermined blind source separation," Proc. 7th IEEE Int. Symp. Signal Processing Application (ISSPA), vol. 1, pp. 137-140, 2003.
    • (2003) Proc. 7th IEEE Int. Symp. Signal Processing Application (ISSPA) , vol.1 , pp. 137-140
    • Luo, Y.1    Chambers, J.A.2
  • 38
    • 33744504899 scopus 로고    scopus 로고
    • "A modified underdetermined blind source separation method using competitive learning"
    • presented at the ISPA, Rome, Italy
    • Y. Luo and J. A. Chambers, "A modified underdetermined blind source separation method using competitive learning," presented at the ISPA, Rome, Italy, 2003.
    • (2003)
    • Luo, Y.1    Chambers, J.A.2
  • 39
    • 4544359817 scopus 로고    scopus 로고
    • "A new block based time-frequency approach for underdetermined blind source separation"
    • presented at the Int. Conf. Acoustics, Speech, Signal Processing (ICASSP), Montreal, QC, Canada
    • Y. Luo and J. A. Chambers, "A new block based time-frequency approach for underdetermined blind source separation," presented at the Int. Conf. Acoustics, Speech, Signal Processing (ICASSP), Montreal, QC, Canada, 2004.
    • (2004)
    • Luo, Y.1    Chambers, J.A.2
  • 41
    • 0033079488 scopus 로고    scopus 로고
    • "Analysis and synthesis of multicomponent signals using positive time-frequency distributions"
    • Feb
    • A. Francos and M. Porat, "Analysis and synthesis of multicomponent signals using positive time-frequency distributions," IEEE Trans. Signal Process., vol. 47, no. 2, pp. 493-504, Feb. 1999.
    • (1999) IEEE Trans. Signal Process. , vol.47 , Issue.2 , pp. 493-504
    • Francos, A.1    Porat, M.2
  • 42
    • 0001457509 scopus 로고
    • "Some methods for classification and analysis of multivariate observations"
    • Berkeley, CA
    • J. B. MacQueen, "Some methods for classification and analysis of multivariate observations," in Proc. 5th Berkeley Symp. Mathemat. Stat. Probab., vol. 1, Berkeley, CA, 1967, pp. 281-297.
    • (1967) Proc. 5th Berkeley Symp. Mathemat. Stat. Probab. , vol.1 , pp. 281-297
    • MacQueen, J.B.1
  • 43
    • 0001138328 scopus 로고
    • "A k-means clustering algorithm"
    • J. Hartigan and M. Wong, "A k-means clustering algorithm," Appl. Stat., vol. 28, pp. 100-108, 1979.
    • (1979) Appl. Stat. , vol.28 , pp. 100-108
    • Hartigan, J.1    Wong, M.2
  • 44
    • 0024681555 scopus 로고
    • "Improved time-frequency representation of multicomponent signals using exponential kernels"
    • H. I. Choi and W. J. Williams, "Improved time-frequency representation of multicomponent signals using exponential kernels," IEEE Trans. Acoust., Speech, Signal Process., vol. 37, no. 6, pp. 862-871, 1989.
    • (1989) IEEE Trans. Acoust., Speech, Signal Process. , vol.37 , Issue.6 , pp. 862-871
    • Choi, H.I.1    Williams, W.J.2
  • 45
    • 1542333710 scopus 로고    scopus 로고
    • 1-norm solutions for underdetermined source separation"
    • Mar
    • 1-norm solutions for underdetermined source separation," IEEE Trans. Signal Process., vol. 52, no. 3, pp. 582-591, Mar. 2004.
    • (2004) IEEE Trans. Signal Process. , vol.52 , Issue.3 , pp. 582-591
    • Takigawa, I.1    Kudo, M.2    Toyama, J.3
  • 46
    • 0742306442 scopus 로고    scopus 로고
    • "A geometric algorithm for overcomplete linear ICA"
    • F. J. Theis, E. W. Lang, and C. G. Puntonet, "A geometric algorithm for overcomplete linear ICA," Neurocomputing, vol. 56, pp. 381-398, 2004.
    • (2004) Neurocomputing , vol.56 , pp. 381-398
    • Theis, F.J.1    Lang, E.W.2    Puntonet, C.G.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.