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An Online Algorithm for Maximizing Submodular Functions.

, and . NIPS, page 1577-1584. Curran Associates, Inc., (2008)

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Randomized Sensing in Adversarial Environments., , and . IJCAI, page 2133-2139. IJCAI/AAAI, (2011)Combining Multiple Heuristics Online., , and . AAAI, page 1197-1203. AAAI Press, (2007)Restart Schedules for Ensembles of Problem Instances., , and . AAAI, page 1204-1210. AAAI Press, (2007)Adaptive Submodularity: Theory and Applications in Active Learning and Stochastic Optimization., and . J. Artif. Intell. Res., (2011)Dynamic Resource Allocation in Conservation Planning., , , , and . AAAI, AAAI Press, (2011)Ad click prediction: a view from the trenches, , , , , , , , , and 1 other author(s). Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining, page 1222--1230. ACM, (2013)Near-Optimal Bayesian Active Learning with Noisy Observations., , and . NIPS, page 766-774. Curran Associates, Inc., (2010)Gradientless Descent: High-Dimensional Zeroth-Order Optimization., , , , , and . CoRR, (2019)Adaptive Submodularity: Theory and Applications in Active Learning and Stochastic Optimization, and . (2010)cite arxiv:1003.3967Comment: 53 pages, 6 figures. Version 3 was a major revision, with an improved policy-centric exposition and much new material. Version 4 is a minor revision, mostly to elaborate on the proof of the min-cost cover results; see Theorem 37 and Lemma 38.Improved approximations for two-stage min-cut and shortest path problems under uncertainty., , , , and . Math. Program., 149 (1-2): 167-194 (2015)