47 citations · 327 across the 38 of their papers we have counts for
3 papers · 1 filter
Online learning in MDPs with side information
Yasin Abbasi-Yadkori, Gergely Neu
We study online learning of finite Markov decision process (MDP) problems when a side information vector is available. The problem is motivated by applications such as clinical tri…
Bayesian Optimal Control of Smoothly Parameterized Systems: The Lazy Posterior Sampling Algorithm
Yasin Abbasi-Yadkori, Csaba Szepesvari
We study Bayesian optimal control of a general class of smoothly parameterized Markov decision problems. Since computing the optimal control is computationally expensive, we design…
Linear Programming for Large-Scale Markov Decision Problems
Yasin Abbasi-Yadkori, Peter L. Bartlett, Alan Malek
We consider the problem of controlling a Markov decision process (MDP) with a large state space, so as to minimize average cost. Since it is intractable to compete with the optimal…