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02/10/2015
Cascading Bandits: Learning to Rank in the Cascade Model
A search engine usually outputs a list of K web pages. The user examines...
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11/13/2014
DUM: Diversity-Weighted Utility Maximization for Recommendations
The need for diversification of recommendation lists manifests in a numb...
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10/03/2014
Tight Regret Bounds for Stochastic Combinatorial Semi-Bandits
A stochastic combinatorial semi-bandit is an online learning problem whe...
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06/28/2014
Efficient Learning in Large-Scale Combinatorial Semi-Bandits
A stochastic combinatorial semi-bandit is an online learning problem whe...
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05/30/2014
Learning to Act Greedily: Polymatroid Semi-Bandits
Many important optimization problems, such as the minimum spanning tree ...
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03/20/2014