Aapo Hyvärinen: Publications

Publications by topic

Unsupervised deep learning Causal discovery Estimation theory Brain imaging data analysis Natural image statistics The FastICA algorithm Independent component analysis Further unsupervised learning Experimental vision research

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Reviews on ICA

[You may first want to see the what is independent component analysis page]

A. Hyvärinen and E. Oja. Independent Component Analysis: Algorithms and Applications. Neural Networks, 13(4-5):411-430, 2000.
html (and Japanese version)  Postscript  gzipped PostScript  pdf
[A tutorial text on ICA in general, and FastICA in particular.]

A. Hyvärinen, J. Karhunen and E. Oja. Independent Component Analysis.
[The book home page]

A. Hyvärinen, J. Karhunen and E. Oja. Introductory Chapter of the book Independent Component Analysis.
Postscript   pdf
[A short very accessible introduction to ICA (and our book).]

A. Hyvärinen. Survey on Independent Component Analysis. Neural Computing Surveys 2:94--128, 1999.
html  Postscript   gzipped PostScript   pdf
[A comprehensive review on ICA estimation methods.]

A. Hyvärinen and Y. Kano. Independent component analysis for non-normal factor analysis. Proc. International Meeting of the Psychometric Society (IMPS2001), Osaka, Japan.
Postscript  pdf
[Tutorial of ICA for people who already are familiar with factor analysis.]