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Independent Component Analysis/Evidence
Method evidence record

Independent Component Analysis

Independent Component Analysis (ICA) is a computational method for separating a multivariate signal into additive, statistically independent subcomponents. Formalized by Pierre Comon in 1994, ICA became the foundational framework for blind source separation and is widely applied in neuroimaging (fMRI, EEG), speech processing, and biomedical signal analysis.

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Independent Component Analysis (ICA)
Taxonomic method record · latent-structure / machine-learning
  • Comon, P. (1994). Independent component analysis, a new concept? Signal Processing, 36(3), 287–314. · DOI 10.1016/0165-1684(94)90029-9
  • Hyvärinen, A., Karhunen, J., & Oja, E. (2001). Independent Component Analysis. Wiley. · ISBN 978-0-471-40540-5
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Related methods

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See alsoFactor Analysismachine-suggested · Relational suggestion, not evidence.Same method familyNon-negative Matrix Factorizationmachine-suggested · Relational suggestion, not evidence.See alsoSingular Value Decompositionmachine-suggested · Relational suggestion, not evidence.

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2 recorded citations, copied from the method source record.

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