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Oct, 2012
利用随机赌博机的侧观察优化
Leveraging Side Observations in Stochastic Bandits
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Stephane Caron, Branislav Kveton, Marc Lelarge, Smriti Bhagat
TL;DR
本文提出一种考虑了副观测数据的随机赌博机模型，并基于上界置信度 (UCBs) 提供了高效的算法，用于在社交网络中推荐内容，实现了比传统算法更好的效果。
Abstract
This paper considers
stochastic bandits
with side observations, a model that accounts for both the
exploration/exploitation dilemma
and relationships between arms. In this setting, after pulling an arm i, the dec
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