Lecture Notes in Computer Science, 2002, Volume 2415/2002, 133, DOI: 10.1007/3-540-46084-5_176

An Improved Cumulant Based Method for Independent Component Analysis

Tobias Blaschke and Laurenz Wiskott

View Related Documents

Abstract

An improved method for independent component analysis based on the diagonalization of cumulant tensors is proposed. It is based on Comon’s algorithm [1] but it takes third- and fourth-order cumulant tensors into account simultaneously. The underlying contrast function is also mathematically much simpler and has a more intuitive interpretation. It is therefore easier to optimize and approximate. A comparison with Comon’s algorithm, JADE [2] and FastICA [3] on different data sets demonstrates its performance.
Supported by a grant from the Volkswagen Foundation.

Fulltext Preview

Image of the first page of the fulltext document