Online risk-averse submodular maximization

Abstract We present a polynomial-time online algorithm for maximizing the conditional value at risk (CVaR) of a monotone stochastic submodular function. Given T i.i.d. samples from an underlying distribution arriving online, our algorithm produces a sequence of solutions that converges to a ( $$1-1/...

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Bibliographic Details
Main Authors: Soma, Tasuku (Author), Yoshida, Yuichi (Author)
Format: Article
Language:English
Published: Springer US, 2022-08-29T12:50:18Z.
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