Independent Component Analysis
Citations
8,231 citations
Cites background from "Independent Component Analysis"
...Independent Component Analysis (ICA); see Hyvärinen, Karhunen, and Oja (2001) and Cichocki and Amari (2002) is a novel statistical signal and data analysis method....
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7,767 citations
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Cites background or methods from "Independent Component Analysis"
...In order to optimise for non-Gaussian source estimates, [23] propose the following contrast function:...
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...At the second stage the source signals are estimated within the lower- dimensional signal + noise sub–space using a fixed-point iteration scheme [23] that maximises the non-Gaussianity of the source estimates....
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...A proof of convergence and discussion about the choice of the non- linear function can be found in [23]....
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...Earlier work [41] characterised the multivariate normal distribution through the non-uniqueness of its linear structure, a result which within the ICA literature has been restated as the limitation that only one Gaussian source process, at most, may contribute to the observations for the ICA model to be estimable [15, 23]....
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...[23] have presented an elegant fixed point algorithm that uses approximations to neg-entropy in order to optimise for non-Gaussian source distributions and give a clear account of the relation between this approach to statistical independence....
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References
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