ICML 2017poster374 citations

Recovery Guarantees for One-hidden-layer Neural Networks

Kai Zhong, Zhao Song, Prateek Jain, Peter L. Bartlett, Inderjit S. Dhillon

Abstract

In this paper, we consider regression problems with one-hidden-layer neural networks (1NNs). We distill some properties of activation functions that lead to

BibTeX
@InProceedings{pmlr-v70-zhong17a,
  title = 	 {Recovery Guarantees for One-hidden-layer Neural Networks},
  author =       {Kai Zhong and Zhao Song and Prateek Jain and Peter L. Bartlett and Inderjit S. Dhillon},
  booktitle = 	 {Proceedings of the 34th International Conference on Machine Learning},
  pages = 	 {4140--4149},
  year = 	 {2017},
  editor = 	 {Precup, Doina and Teh, Yee Whye},
  volume = 	 {70},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {06--11 Aug},
  publisher =    {PMLR},
  pdf = 	 {http://proceedings.mlr.press/v70/zhong17a/zhong17a.pdf},
  url = 	 {https://proceedings.mlr.press/v70/zhong17a.html},
  abstract = 	 {In this paper, we consider regression problems with one-hidden-layer neural networks (1NNs). We distill some properties of activation functions that lead to