Dynamic Joint Assortment and Pricing Optimization With Demand Learning

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

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +16

An Introduction to MCMC for Machine Learning

Christophe Andrieu, Nando de Freitas, Arnaud Doucet et al. · Machine Learning · 2003 · 2.4K citations · Full text

Computing, Computer Science, Mathematics +12

Using confidence bounds for exploitation-exploration trade-offs

Peter Auer · 2003 · 1.3K citations

Natural Sciences, Mathematics, Optimization +9

Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems

Sébastien Bubeck · Foundations and Trends® in Machine Learning · 2012 · 1.2K citations

Business, Decision Sciences, Decision Theory +14