Norm-Based Capacity Control in Neural Networks

Behnam Neyshabur, Ryota Tomioka, Nathan Srebro
Proceedings of The 28th Conference on Learning Theory, PMLR 40:1376-1401, 2015.

Abstract

We investigate the capacity, convexity and characterization of a general family of norm-constrained feed-forward networks.

Cite this Paper

BibTeX
@InProceedings{pmlr-v40-Neyshabur15, title = {Norm-Based Capacity Control in Neural Networks}, author = {Neyshabur, Behnam and Tomioka, Ryota and Srebro, Nathan}, booktitle = {Proceedings of The 28th Conference on Learning Theory}, pages = {1376--1401}, year = {2015}, editor = {Grünwald, Peter and Hazan, Elad and Kale, Satyen}, volume = {40}, series = {Proceedings of Machine Learning Research}, address = {Paris, France}, month = {03--06 Jul}, publisher = {PMLR}, pdf = {http://proceedings.mlr.press/v40/Neyshabur15.pdf}, url = {https://proceedings.mlr.press/v40/Neyshabur15.html}, abstract = {We investigate the capacity, convexity and characterization of a general family of norm-constrained feed-forward networks.} }
Endnote
%0 Conference Paper %T Norm-Based Capacity Control in Neural Networks %A Behnam Neyshabur %A Ryota Tomioka %A Nathan Srebro %B Proceedings of The 28th Conference on Learning Theory %C Proceedings of Machine Learning Research %D 2015 %E Peter Grünwald %E Elad Hazan %E Satyen Kale %F pmlr-v40-Neyshabur15 %I PMLR %P 1376--1401 %U https://proceedings.mlr.press/v40/Neyshabur15.html %V 40 %X We investigate the capacity, convexity and characterization of a general family of norm-constrained feed-forward networks.
RIS
TY - CPAPER TI - Norm-Based Capacity Control in Neural Networks AU - Behnam Neyshabur AU - Ryota Tomioka AU - Nathan Srebro BT - Proceedings of The 28th Conference on Learning Theory DA - 2015/06/26 ED - Peter Grünwald ED - Elad Hazan ED - Satyen Kale ID - pmlr-v40-Neyshabur15 PB - PMLR DP - Proceedings of Machine Learning Research VL - 40 SP - 1376 EP - 1401 L1 - http://proceedings.mlr.press/v40/Neyshabur15.pdf UR - https://proceedings.mlr.press/v40/Neyshabur15.html AB - We investigate the capacity, convexity and characterization of a general family of norm-constrained feed-forward networks. ER -
APA
Neyshabur, B., Tomioka, R. & Srebro, N.. (2015). Norm-Based Capacity Control in Neural Networks. Proceedings of The 28th Conference on Learning Theory, in Proceedings of Machine Learning Research 40:1376-1401 Available from https://proceedings.mlr.press/v40/Neyshabur15.html.

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