메뉴 건너뛰기




Volumn 57, Issue 7, 2010, Pages 1463-1474

Colored subspace analysis: Dimension reduction based on a signal's autocorrelation structure

Author keywords

Blind signal processing; dimension reduction; independent component analysis; non Gaussian component analysis; principal component analysis

Indexed keywords

APPROXIMATION THEORY; DIMENSIONALITY REDUCTION; INDEPENDENT COMPONENT ANALYSIS; NUMERICAL METHODS; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING;

EID: 77954888239     PISSN: 15498328     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSI.2010.2052485     Document Type: Article
Times cited : (9)

References (39)
  • 1
    • 0002813661 scopus 로고    scopus 로고
    • Nonlinear PCA criterion and maximum likelihood in independent component analysis
    • Aussois, France
    • E. Oja, "Nonlinear PCA criterion and maximum likelihood in independent component analysis," in Proc. ICA 1999, Aussois, France, pp. 143-148.
    • (1999) Proc. ICA , pp. 143-148
    • Oja, E.1
  • 3
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • J. B. Tenenbaum, V. de Silva, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol.290, no.5500, pp. 2319-2323, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2319-2323
    • Tenenbaum, J.B.1    De Silva, V.2    Langford, J.C.3
  • 5
    • 33745683201 scopus 로고    scopus 로고
    • Uniqueness of non-Gaussian subspace analysis
    • Charleston, SC, Lecture Notes in Computer Science
    • F. J. Theis and M. Kawanabe, "Uniqueness of non-Gaussian subspace analysis," in Proc. ICA 2006, Charleston, SC, vol.3889, Lecture Notes in Computer Science, pp. 917-925.
    • (2006) Proc. ICA , vol.3889 , pp. 917-925
    • Theis, F.J.1    Kawanabe, M.2
  • 6
    • 33745683287 scopus 로고    scopus 로고
    • Estimating non-Gaussian subspaces by characteristic functions
    • Charleston, SC, Lecture Notes in Computer Science
    • M. Kawanabe and F. J. Theis, "Estimating non-Gaussian subspaces by characteristic functions," in Proc. ICA 2006, Charleston, SC, vol.3889, Lecture Notes in Computer Science, pp. 157-164.
    • (2006) Proc. ICA , vol.3889 , pp. 157-164
    • Kawanabe, M.1    Theis, F.J.2
  • 7
    • 38149020097 scopus 로고    scopus 로고
    • Colored subspace analysis
    • London, U.K. Lecture Notes in Computer Science
    • F. J. Theis and M. Kawanabe, "Colored subspace analysis," in Proc. ICA 2007, London, U.K., vol.4666, Lecture Notes in Computer Science, pp. 121-128.
    • (2007) Proc. ICA , vol.4666 , pp. 121-128
    • Theis, F.J.1    Kawanabe, M.2
  • 8
    • 34249318021 scopus 로고    scopus 로고
    • Algorithms for joint block diagonalization
    • Vienna, Austria
    • K. Abed-Meraim and A. Belouchrani, "Algorithms for joint block diagonalization," in Proc. EUSIPCO 2004, Vienna, Austria, pp. 209-212.
    • (2004) Proc. EUSIPCO , pp. 209-212
    • Abed-Meraim, K.1    Belouchrani, A.2
  • 9
    • 38149040035 scopus 로고    scopus 로고
    • Orthonormal approximate joint block-diagonalization
    • Paris, France, Tech. Rep
    • C. Févotte and F. J. Theis, "Orthonormal approximate joint block-diagonalization," GET/Télécom, Paris, France, Tech. Rep., 2007, .
    • (2007) GET/Télécom
    • Févotte, C.1    Theis, F.J.2
  • 10
    • 0027812550 scopus 로고
    • Blind beamforming for non-Gaussian signals
    • J. F. Cardoso and A. Souloumiac, "Blind beamforming for non-Gaussian signals," IEE Proc.-F, vol.140, no.6, pp. 362-370, 1993.
    • (1993) IEE Proc.-F , vol.140 , Issue.6 , pp. 362-370
    • Cardoso, J.F.1    Souloumiac, A.2
  • 11
    • 0030544243 scopus 로고    scopus 로고
    • Jacobi angles for simultaneous diagonalization
    • J. F. Cardoso and A. Souloumiac, "Jacobi angles for simultaneous diagonalization," SIAM J. Mat. Anal. Appl., vol.17, no.1, pp. 161-164, 1996.
    • (1996) SIAM J. Mat. Anal. Appl. , vol.17 , Issue.1 , pp. 161-164
    • Cardoso, J.F.1    Souloumiac, A.2
  • 12
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • DOI 10.1016/S0893-6080(00)00026-5, PII S0893608000000265
    • A. Hyvärinen and E. Oja, "Independent component analysis: Algorithms and applications," Neural Netw., vol.13, pp. 411-430, 2000. (Pubitemid 30447427)
    • (2000) Neural Networks , vol.13 , Issue.4-5 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 14
    • 0032629347 scopus 로고    scopus 로고
    • Fast and robust fixed-point algorithms for independent component analysis
    • May
    • A. Hyvärinen, "Fast and robust fixed-point algorithms for independent component analysis," IEEE Trans. Neural Netw., vol.10, no.3, pp. 626-634, May 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.3 , pp. 626-634
    • Hyvärinen, A.1
  • 16
    • 34247165067 scopus 로고    scopus 로고
    • Joint low-rank approximation for extracting non-Gaussian subspaces
    • Aug.
    • M. Kawanabe and F. J. Theis, "Joint low-rank approximation for extracting non-Gaussian subspaces," Signal Process., vol.87, no.8, pp. 1890-1903, Aug. 2007.
    • (2007) Signal Process , vol.87 , Issue.8 , pp. 1890-1903
    • Kawanabe, M.1    Theis, F.J.2
  • 17
    • 0032216898 scopus 로고    scopus 로고
    • The geometry of algorithms with orthogonality constraints
    • A. Edelman, T. A. Arias, and S. T. Smith, "The geometry of algorithms with orthogonality constraints," SIAM J. Matrix Anal. Appl., vol.20, no.2, pp. 303-353, 1999.
    • (1999) SIAM J. Matrix Anal. Appl. , vol.20 , Issue.2 , pp. 303-353
    • Edelman, A.1    Arias, T.A.2    Smith, S.T.3
  • 18
    • 38149071534 scopus 로고    scopus 로고
    • Grassmann clustering
    • presented at the Florence, Italy
    • P. Gruber and F. J. Theis, "Grassmann clustering," presented at the EUSIPCO 2006, Florence, Italy.
    • (2006) EUSIPCO
    • Gruber, P.1    Theis, F.J.2
  • 19
    • 8344255796 scopus 로고    scopus 로고
    • Blind separation of post-nonlinear mixtures using linearizing transformations and temporal decorrelation
    • A. Ziehe, M. Kawanabe, S. Harmeling, and K.-R. Müller, "Blind separation of post-nonlinear mixtures using linearizing transformations and temporal decorrelation," J. Mach. Learn. Res., vol.4, pp. 1319-1338, 2003.
    • (2003) J. Mach. Learn. Res. , vol.4 , pp. 1319-1338
    • Ziehe, A.1    Kawanabe, M.2    Harmeling, S.3    Müller, K.-R.4
  • 21
    • 0026776405 scopus 로고
    • Rapid automated algorithm for aligning and reslicing PET images
    • 8
    • R. Woods, S. Cherry, and J. Mazziotta, "Rapid automated algorithm for aligning and reslicing PET images," J. Comput. Assisted Tomogr., vol.16, pp. 620-633, 1992, 8.
    • (1992) J. Comput. Assisted Tomogr. , vol.16 , pp. 620-633
    • Woods, R.1    Cherry, S.2    Mazziotta, J.3
  • 22
    • 67349279559 scopus 로고    scopus 로고
    • Application of unsupervised clustering methods to biomedical image analysis
    • Paris, France
    • A. Meyer-Bäse, P. Gruber, F. J. Theis, A. Wismüller, and H. Ritter, "Application of unsupervised clustering methods to biomedical image analysis," in Proc. WSOM 2005, Paris, France, pp. 621-628.
    • (2005) Proc. WSOM , pp. 621-628
    • Meyer-Bäse, A.1    Gruber, P.2    Theis, F.J.3    Wismüller, A.4    Ritter, H.5
  • 23
    • 44649136732 scopus 로고    scopus 로고
    • A robust model for spatiotemporal dependencies
    • F. J. Theis, P. Gruber, I. R. Keck, and E. W. Lang, "A robust model for spatiotemporal dependencies," Neurocomputing, vol.71, no.10-12, pp. 2209-2216, 2008.
    • (2008) Neurocomputing , vol.71 , Issue.10-12 , pp. 2209-2216
    • Theis, F.J.1    Gruber, P.2    Keck, I.R.3    Lang, E.W.4
  • 26
    • 0035033714 scopus 로고    scopus 로고
    • Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms
    • V. D. Calhoun, T. Adali, G. D. Pearlson, and J. J. Pekar, "Spatial and temporal independent component analysis of functional MRI data containing a pair of task-related waveforms," Hum. Brain Mapping, vol.13, pp. 43-53, 2001.
    • (2001) Hum. Brain Mapping , vol.13 , pp. 43-53
    • Calhoun, V.D.1    Adali, T.2    Pearlson, G.D.3    Pekar, J.J.4
  • 27
    • 35048821990 scopus 로고    scopus 로고
    • Second-order blind source separation based on multi-dimensional autocovariances
    • Granada, Spain, Lecture Notes in Computer Science
    • F. J. Theis, A. Meyer-Bäse, and E. W. Lang, "Second-order blind source separation based on multi-dimensional autocovariances," in Proc. ICA 2004, Granada, Spain, vol.3195, Lecture Notes in Computer Science, pp. 726-733.
    • (2004) Proc. ICA , vol.3195 , pp. 726-733
    • Theis, F.J.1    Meyer-Bäse, A.2    Lang, E.W.3
  • 28
    • 0026155673 scopus 로고
    • Indeterminacy and identifiability of blind identification
    • May
    • L. Tong, R.-W. Liu, V. C. Soon, and Y.-F. Huang, "Indeterminacy and identifiability of blind identification," IEEE Trans. Circuits Syst., vol.38, no.5, pp. 499-509, May 1991.
    • (1991) IEEE Trans. Circuits Syst. , vol.38 , Issue.5 , pp. 499-509
    • Tong, L.1    Liu, R.-W.2    Soon, V.C.3    Huang, Y.-F.4
  • 29
    • 0036546660 scopus 로고    scopus 로고
    • Slow feature analysis: Unsupervised learning of invariances
    • L. Wiskott and T. Sejnowski, "Slow feature analysis: Unsupervised learning of invariances," Neural Comput., vol.14, pp. 715-770, 2002.
    • (2002) Neural Comput , vol.14 , pp. 715-770
    • Wiskott, L.1    Sejnowski, T.2
  • 30
    • 0002845302 scopus 로고    scopus 로고
    • TDSEP-An efficient algorithm for blind separation using time structure
    • Skövde, Sweden
    • A. Ziehe and K.-R. Mueller, "TDSEP-An efficient algorithm for blind separation using time structure," in Proc. Int. Conf. Artif. Neural Netw. ICANN'98, Skövde, Sweden, pp. 675-680.
    • Proc. Int. Conf. Artif. Neural Netw. ICANN'98 , pp. 675-680
    • Ziehe, A.1    Mueller, K.-R.2
  • 31
    • 0039382268 scopus 로고    scopus 로고
    • JADETD: Combining higherorder statistics and temporal information for blind source separation (with noise)
    • Aussois, France
    • K.-R. Müller, P. Philips, and A. Ziehe, "JADETD: Combining higherorder statistics and temporal information for blind source separation (with noise)," in Proc. ICA 1999, Aussois, France, pp. 87-92.
    • (1999) Proc. ICA , pp. 87-92
    • Müller, K.-R.1    Philips, P.2    Ziehe, A.3
  • 32
    • 34547268066 scopus 로고    scopus 로고
    • On the use of joint diagonalization in blind signal processing
    • presented at the Kos, Greece
    • F. J. Theis and Y. Inouye, "On the use of joint diagonalization in blind signal processing," presented at the ISCAS 2006, Kos, Greece.
    • (2006) ISCAS
    • Theis, F.J.1    Inouye, Y.2
  • 33
    • 0033733410 scopus 로고    scopus 로고
    • Blind separation of nonstationary sources in noisy mixtures
    • S. Choi and A. Cichocki, "Blind separation of nonstationary sources in noisy mixtures," Electron. Lett., vol.36, no.848-849, 2000.
    • (2000) Electron. Lett. , vol.36 , pp. 848-849
    • Choi, S.1    Cichocki, A.2
  • 34
    • 55149087688 scopus 로고    scopus 로고
    • Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis
    • Jan.
    • D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. S. Huang, "Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis," IEEE Trans. Circuits Syst. Video Technol., vol.18, no.1, pp. 36-47, Jan. 2008.
    • (2008) IEEE Trans. Circuits Syst. Video Technol. , vol.18 , Issue.1 , pp. 36-47
    • Xu, D.1    Yan, S.2    Zhang, L.3    Lin, S.4    Zhang, H.5    Huang, T.S.6
  • 35
    • 20144370997 scopus 로고    scopus 로고
    • Model-order reduction by dominant subspace projection: Error bound, subspace computation, and circuit applications
    • May
    • G. Shi and C.-J. R. Shi, "Model-order reduction by dominant subspace projection: Error bound, subspace computation, and circuit applications," IEEE Trans. Circuits Syst. I, vol.52, no.5, pp. 975-993, May 2005.
    • (2005) IEEE Trans. Circuits Syst. i , vol.52 , Issue.5 , pp. 975-993
    • Shi, G.1    Shi, C.-J.R.2
  • 36
    • 43549094678 scopus 로고    scopus 로고
    • Gene regulatory networks simplified by nonlinear balanced truncation
    • A. Meyer-Bäse and F. J. Theis, "Gene regulatory networks simplified by nonlinear balanced truncation," SPIE Proc., vol.6979, pp. 69790C-69790C-8, 2008.
    • (2008) SPIE Proc , vol.6979
    • Meyer-Bäse, A.1    Theis, F.J.2
  • 37
    • 50949127418 scopus 로고    scopus 로고
    • On relevant dimensions in kernel feature spaces
    • M. Braun, J. Buhmann, and K.-R. Müller, "On relevant dimensions in kernel feature spaces," J. Mach. Learn. Res., vol.9, pp. 1875-1908, 2008.
    • (2008) J. Mach. Learn. Res. , vol.9 , pp. 1875-1908
    • Braun, M.1    Buhmann, J.2    Müller, K.-R.3
  • 38
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R. A. Fisher, "The use of multiple measurements in taxonomic problems," Ann. Eugenics, vol.7, 1936.
    • (1936) Ann. Eugenics , vol.7
    • Fisher, R.A.1
  • 39
    • 33847797275 scopus 로고    scopus 로고
    • Integrating discriminant and descriptive information for dimension reduction and classification
    • Mar.
    • J. Yu, Q. Tian, T. Rui, and T. S. Huang, "Integrating discriminant and descriptive information for dimension reduction and classification," IEEE Trans. Circuits Syst. Video Technol., vol.17, no.3, pp. 372-377, Mar. 2007.
    • (2007) IEEE Trans. Circuits Syst. Video Technol. , vol.17 , Issue.3 , pp. 372-377
    • Yu, J.1    Tian, Q.2    Rui, T.3    Huang, T.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.