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- W4301875008 abstract "The fastICA method is a popular dimension reduction technique used to reveal patterns in data. Here we show both theoretically and in practice that the approximations used in fastICA can result in patterns not being successfully recognised. We demonstrate this problem using a two-dimensional example where a clear structure is immediately visible to the naked eye, but where the projection chosen by fastICA fails to reveal this structure. This implies that care is needed when applying fastICA. We discuss how the problem arises and how it is intrinsically connected to the approximations that form the basis of the computational efficiency of fastICA." @default.
- W4301875008 created "2022-10-05" @default.
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- W4301875008 date "2018-05-25" @default.
- W4301875008 modified "2023-09-25" @default.
- W4301875008 title "On the Estimation of Entropy in the FastICA Algorithm" @default.
- W4301875008 doi "https://doi.org/10.48550/arxiv.1805.10206" @default.
- W4301875008 hasPublicationYear "2018" @default.
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