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Jan, 2015
PAC-Bayesian环境下域适应界限的改进
An Improvement to the Domain Adaptation Bound in a PAC-Bayesian context
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Pascal Germain, Amaury Habrard, Francois Laviolette, Emilie Morvant
TL;DR
本文基于 PAC-Bayesian 理论对领域自适应进行了理论分析,提出了 Germain et al. 等人之前领域适应界限的改进方法,首先给出了另一个更紧密且易于解释的泛化界限,此外,还为界限中出现的常数项提供了新的分析,这对于开发新的算法解决方案非常有趣。
Abstract
This paper provides a theoretical analysis of
domain adaptation
based on the
pac-bayesian theory
. We propose an improvement of the previous
domai
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