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ICA
2004
Springer
16 years 24 days ago
Non-linear ICA by Using Isometric Dimensionality Reduction
In usual ICA methods, sources are typically estimated by maximizing a measure of their statistical independence. This paper explains how to perform non-linear ICA by preprocessing ...
John Aldo Lee, Christian Jutten, Michel Verleysen
ICA
2004
Springer
16 years 24 days ago
Unraveling Spatio-temporal Dynamics in fMRI Recordings Using Complex ICA
Abstract. Independent component analysis (ICA) of functional magnetic resonance imaging (fMRI) data is commonly carried out under the assumption that each source may be represented...
Jörn Anemüller, Jeng-Ren Duann, Terrence...
175
Voted
ICA
2004
Springer
16 years 24 days ago
Source Separation on Astrophysical Data Sets from the WMAP Satellite
This paper presents and discusses the application of blind source separation to astrophysical data obtained with the WMAP satellite.
Guillaume Patanchon, Jacques Delabrouille, Jean-Fr...
217
Voted
ICA
2004
Springer
16 years 24 days ago
ICA Using Kernel Entropy Estimation with NlogN Complexity
Abstract. Mutual information (MI) is a common criterion in independent component analysis (ICA) optimization. MI is derived from probability density functions (PDF). There are scen...
Sarit Shwartz, Michael Zibulevsky, Yoav Y. Schechn...
175
Voted
ICA
2004
Springer
16 years 24 days ago
A Model for Analyzing Dependencies Between Two ICA Features in Natural Images
Abstract. In this paper we examine how the activation of one independent component analysis (ICA) feature changes first and second order statistics of other independent components...
Mika Inki