An Improved Geometric Overcomplete Blind Source Separation Algorithm

摘要

In this paper, we generalize the efficient geometric ICA algorithm FastGeo to overcomplete settings with more sources than sensors. The solution to this underdetermined problem will be presented in a two step approach. With geometric ICA we get an efficient method for the step - matrix-recovery - while the second step - source-recovery - uses a maximum-likelihood approach.