Bayesian policy reuse

Finite-time Analysis of the Multiarmed Bandit Problem

Peter Auer, Nicolò Cesa‐Bianchi, Paul Fischer · Machine Learning · 2002 · 5.8K citations · Full text

Natural Sciences, Mathematics, Markov Decision Processes +13

Asymptotically efficient adaptive allocation rules

Tze-Leung Lai, Herbert Robbins · Advances in Applied Mathematics · 1985 · 2.5K citations

Computing, Computer Science, Algorithms +9

A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

Eric Brochu, Vlad M. Cora, Nando de Freitas · arXiv (Cornell University) · 2010 · 2.2K citations · Full text

Business, Decision Sciences, Decision Theory +15

Transfer Learning for Reinforcement Learning Domains: A Survey

Matthew E. Taylor, Peter Stone · Journal of Machine Learning Research · 2009 · 1.6K citations

Computing, Data Science, Knowledge Transfer +8

The Epoch-Greedy Algorithm for Multi-armed Bandits with Side Information

John Langford, Tong Zhang · Rare & Special e-Zone (The Hong Kong University of Science and Technology) · 2007 · 454 citations

Computing, Computer Science, Algorithms +12