An Overview of Some Issues in the Theory of Deep Networks

TitleAn Overview of Some Issues in the Theory of Deep Networks
Publication TypeJournal Article
Year of Publication2020
AuthorsPoggio, T, Banburski, A
JournalIEEJ Transactions on Electrical and Electronic Engineering
Volume15
Issue11
Pagination1560 - 1571
Date Published10/2020
ISSN1931-4973
Abstract

During the last few years, significant progress has been made in the theoretical understanding of deep networks. We review our contributions in the areas of approximation theory and optimization. We also introduce a new approach based on cross‐validation leave‐one‐out stability to estimate bounds on the expected error of overparametrized classifiers, such as deep networks.

URLhttps://onlinelibrary.wiley.com/toc/19314981/15/11
DOI10.1002/tee.23243
Short TitleIEEJ Trans Elec Electron Eng

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