Notice
This is not the latest version of this item. The latest version can be found at:https://dspace.mit.edu/handle/1721.1/138407.2
An Overview of Some Issues in the Theory of Deep Networks
| dc.contributor.author | Poggio, Tomaso | |
| dc.contributor.author | Banburski, Andrzej | |
| dc.date.accessioned | 2021-12-09T19:16:21Z | |
| dc.date.available | 2021-12-09T19:16:21Z | |
| dc.date.issued | 2020 | |
| dc.identifier.uri | https://hdl.handle.net/1721.1/138407 | |
| dc.description.abstract | © 2020 Institute of Electrical Engineers of Japan. Published by Wiley Periodicals LLC. 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. © 2020 Institute of Electrical Engineers of Japan. Published by Wiley Periodicals LLC. | en_US |
| dc.language.iso | en | |
| dc.publisher | Wiley | en_US |
| dc.relation.isversionof | 10.1002/TEE.23243 | en_US |
| dc.rights | Creative Commons Attribution-Noncommercial-Share Alike | en_US |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/4.0/ | en_US |
| dc.source | Prof. Poggio | en_US |
| dc.title | An Overview of Some Issues in the Theory of Deep Networks | en_US |
| dc.type | Article | en_US |
| dc.identifier.citation | Poggio, Tomaso and Banburski, Andrzej. 2020. "An Overview of Some Issues in the Theory of Deep Networks." IEEJ Transactions on Electrical and Electronic Engineering, 15 (11). | |
| dc.relation.journal | IEEJ Transactions on Electrical and Electronic Engineering | en_US |
| dc.eprint.version | Author's final manuscript | en_US |
| dc.type.uri | http://purl.org/eprint/type/JournalArticle | en_US |
| eprint.status | http://purl.org/eprint/status/PeerReviewed | en_US |
| dc.date.updated | 2021-12-09T19:11:49Z | |
| dspace.orderedauthors | Poggio, T; Banburski, A | en_US |
| dspace.date.submission | 2021-12-09T19:11:52Z | |
| mit.journal.volume | 15 | en_US |
| mit.journal.issue | 11 | en_US |
| mit.license | OPEN_ACCESS_POLICY | |
| mit.metadata.status | Authority Work and Publication Information Needed | en_US |
