Function approximation by deep networks

© 2020 American Institute of Mathematical Sciences. All rights reserved. We show that deep networks are better than shallow networks at approximating functions that can be expressed as a composition of functions described by a directed acyclic graph, because the deep networks can be designed to have...

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Bibliographic Details
Main Authors: Mhaskar, H. N. (Author), Poggio, Tomaso A (Author)
Other Authors: Center for Brains, Minds, and Machines (Contributor)
Format: Article
Language:English
Published: American Institute of Mathematical Sciences (AIMS), 2021-12-02T21:29:16Z.
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