Deep Nets for Local Manifold Learning

The problem of extending a function f defined on a training data C on an unknown manifold 𝕏 to the entire manifold and a tubular neighborhood of this manifold is considered in this paper. For 𝕏 embedded in a high dimensional ambient Euclidean space ℝD, a deep learning algorithm is developed for find...

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Bibliographic Details
Main Authors: Charles K. Chui, Hrushikesh N. Mhaskar
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-05-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fams.2018.00012/full