8 citations · 19 across the 16 of their papers we have counts for
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stat.ML2018
Causal Bandits with Propagating Inference
Akihiro Yabe, Daisuke Hatano, Hanna Sumita +4
Bandit is a framework for designing sequential experiments. In each experiment, a learner selects an arm and obtains an observation corresponding to . Theore…
cs.DS2018
Randomized Strategies for Robust Combinatorial Optimization
Yasushi Kawase, Hanna Sumita
In this paper, we study the following robust optimization problem. Given an independence system and candidate objective functions, we choose an independent set, and then an adversa…
cs.DS2018
Submodular maximization with uncertain knapsack capacity
Yasushi Kawase, Hanna Sumita, Takuro Fukunaga
We consider the maximization problem of monotone submodular functions under an uncertain knapsack constraint. Specifically, the problem is discussed in the situation that the knaps…