A Note on the PAC Bayesian Theorem
机器学习
2007-05-23 v1 人工智能
摘要
We prove general exponential moment inequalities for averages of [0,1]-valued iid random variables and use them to tighten the PAC Bayesian Theorem. The logarithmic dependence on the sample count in the enumerator of the PAC Bayesian bound is halved.
引用
@article{arxiv.cs/0411099,
title = {A Note on the PAC Bayesian Theorem},
author = {Andreas Maurer},
journal= {arXiv preprint arXiv:cs/0411099},
year = {2007}
}
备注
9 pages