Independent Mechanism Analysis and the Manifold Hypothesis

Independent Mechanism Analysis (IMA) seeks to address non-identifiability in nonlinear Independent Component Analysis (ICA) by assuming that the Jacobian of the mixing function has orthogonal columns. As typical in ICA, previous work focused on the case with an equal number of latent components and...

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Hauptverfasser: Ghosh, Shubhangi, Gresele, Luigi, von Kügelgen, Julius, Besserve, Michel, Schölkopf, Bernhard
Format: Artikel
Sprache:eng
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