BriefGPT.xyz
Nov, 2017
使用币赌博进行在线学习以适应变化环境
Online Learning for Changing Environments using Coin Betting
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Kwang-Sung Jun, Francesco Orabona, Stephen Wright, Rebecca Willett
TL;DR
该论文提出了一种新的“元”算法,可以在在线学习环境中实现算法的快速适应,该算法对于同样时间复杂度的其他算法而言具有更好的强适应性后悔边界,并且在专家建议的学习及度量学习方面表现优异。
Abstract
A key challenge in
online learning
is that classical algorithms can be slow to adapt to changing environments. Recent studies have proposed "meta" algorithms that convert any
online learning
algorithm to one that
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