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TDSEP — an efficient algorithm for blind separation using time structure

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ICANN 98 (ICANN 1998)

Part of the book series: Perspectives in Neural Computing ((PERSPECT.NEURAL))

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Abstract

An algorithm for blind source separation based on several time-delayed second order correlation matrices is proposed. The technique to construct the unmixing matrix employs first a whitening step and then an approximate simultaneous diagonalisation of several time-delayed second order correlation matrices. Its efficiency and stability are demonstrated for linear artificial mixtures with 17 sources.

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References

  1. S. Amari, A. Cichocki, H.H. Yang. In NIPS 95, p. 882–893. 1996

    Google Scholar 

  2. A.J. Bell and T.J. Sejnowski. Neural Computation, 7(6):1129–1159, 1995.

    Article  Google Scholar 

  3. J.-F. Cardoso, A. Souloumiac. IEEE Proceedings-F, 140(6):362–370, 1994.

    Google Scholar 

  4. J.-F. Cardoso, A. Souloumiac. SIAM J.Mat.Anal.Appl., 17(1):161 ff, 1996.

    Article  Google Scholar 

  5. G. Deco and D. Obradovic. Neural Computation, 7(2):338–348, 1995.

    Article  Google Scholar 

  6. G.H. Golub and C.F. van Loan. Matrix Computation. The Johns Hopkins University Press, London, 1989.

    MATH  Google Scholar 

  7. A. Hyvärinen and E. Oja. Neural Computation, 9(7):1483–1492, 1997.

    Article  Google Scholar 

  8. C.G.J. Jacobi. Creile J. reine angew. Mathematik,. vol. 30, p. 51–94, 1846.

    Article  Google Scholar 

  9. Ch. Jutten and J. Hérault. Signal Processing, p. 1–10, 1991.

    Google Scholar 

  10. S. Makeig, T-P. Jung, D. Ghahremani, A.J. Bell, T.J. Sejnowski. PNAS, (94):10979–10984, 1997.

    Google Scholar 

  11. L. Molgedey and H.G. Schuster. Phys. Rev. Letters, p. 3634–3637, 1994.

    Google Scholar 

  12. N. Murata, K.-R. Müller, A. Ziehe, S. Amari. In NIPS 96, p. 599–607. The MIT Press, 1997.

    Google Scholar 

  13. R.N. Vigario. EEG and clinical Neurophysiology, (103):395–404, 1997.

    Google Scholar 

  14. A. Ziehe, K.R. Müller, G. Nolte, B.-M. Mackert, G. Curio. Artifact removal in magneto-neurography with time delayed second order correlations, submitted. 1998.

    Google Scholar 

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Author information

Authors and Affiliations

  1. GMD FIRST, Rudower Chaussee 5, 12489, Berlin, Germany

    Andreas Ziehe & Klaus-Robert Müller

Authors
  1. Andreas Ziehe
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  2. Klaus-Robert Müller
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Editor information

Editors and Affiliations

  1. Department of Computer Science, University of Skövde, PO Box 408, 54128, Skövde, Sweden

    Lars Niklasson PhD , Mikael Bodén PhD  & Tom Ziemke MSc ,  & 

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© 1998 Springer-Verlag London

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Ziehe, A., Müller, KR. (1998). TDSEP — an efficient algorithm for blind separation using time structure. In: Niklasson, L., Bodén, M., Ziemke, T. (eds) ICANN 98. ICANN 1998. Perspectives in Neural Computing. Springer, London. https://doi.org/10.1007/978-1-4471-1599-1_103

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  • DOI: https://doi.org/10.1007/978-1-4471-1599-1_103

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  • Publisher Name: Springer, London

  • Print ISBN: 978-3-540-76263-8

  • Online ISBN: 978-1-4471-1599-1

  • eBook Packages: Springer Book Archive

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