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Kernel Independent Component Analysis (2002)  (Make Corrections)  (51 citations)
Francis R. Bach, Michael I. Jordan



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Abstract: We present a class of algorithms for independent component analysis (ICA) which use contrast functions based on canonical correlations in a reproducing kernel Hilbert space. (Update)

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11:   Nonlinear component analysis as a kernel eigenvalue problem (context) - Scholkopf, Smola et al. - 1998
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BibTeX entry:   (Update)

F. R. Bach and M. I. Jordan. Kernel independent component analysis. Technical Report UCB//CSD-01-1166, UC Berkeley, 2001. http://citeseer.ist.psu.edu/bach02kernel.html   More

@misc{ bach01kernel,
  author = "F. Bach and M. Jordan",
  title = "Kernel independent component analysis",
  text = "F. R. Bach and M. I. Jordan. Kernel independent component analysis. Technical
    Report UCB//CSD-01-1166, UC Berkeley, 2001.",
  year = "2001",
  url = "citeseer.ist.psu.edu/bach02kernel.html" }
Citations (may not include all citations):
295   A new learning algorithm for blind signal separation - Amari, Cichocki et al. - 1996
111   Independent factor analysis - Attias - 1999
37   Natural gradient works eciently in learning (context) - Amari - 1998
19   The Numerical Treatment of Integral Equations (context) - Baker - 1977
6   Tree-dependent component analysis - Bach, Jordan - 2002
3   A kernel method for canonical correlation analysis - Akaho - 2001



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