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» Contextual Multi-Armed Bandits
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CORR
2010
Springer
175views Education» more  CORR 2010»
14 years 7 months ago
On the Combinatorial Multi-Armed Bandit Problem with Markovian Rewards
We consider a combinatorial generalization of the classical multi-armed bandit problem that is defined as follows. There is a given bipartite graph of M users and N M resources. F...
Yi Gai, Bhaskar Krishnamachari, Mingyan Liu
135
Voted
CORR
2010
Springer
189views Education» more  CORR 2010»
15 years 7 days ago
An Optimal Dynamic Mechanism for Multi-Armed Bandit Processes
We consider the problem of revenue-optimal dynamic mechanism design in settings where agents' types evolve over time as a function of their (both public and private) experien...
Sham M. Kakade, Ilan Lobel, Hamid Nazerzadeh
72
Voted
AAAI
2010
15 years 1 months ago
Epsilon-First Policies for Budget-Limited Multi-Armed Bandits
Tran-Thanh Long, Archie C. Chapman, Enrique Munoz ...