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Considering temporal structures in Independent Component Analysis

Jung, Andreas ; Kaiser, Andreas
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Date of publication of this fulltext: 05 Aug 2009 13:30


Abstract

In this work we show how temporal structures in time series can be used in the framework of independent component analysis assuming the signals arise from Markov chains with finite order. Taking into account the past of the underlying processes, by using time embedding vectors, not only instantaneous independent but also uncoupled sources can be found. As a result signals which are gaussian ...

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