On Manifold Learning in Plato's Cave: Remarks on Manifold Learning and Physical Phenomena

Many techniques in machine learning attempt explicitly or implicitly to infer a low-dimensional manifold structure of an underlying physical phenomenon from measurements without an explicit model of the phenomenon or the measurement apparatus. This paper presents a cautionary tale regarding the disc...

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Hauptverfasser: Lederman, Roy R, Toader, Bogdan
Format: Artikel
Sprache:eng
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