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Convex Prophet Inequalities

Qin, Junjie and Rajagopal, Ram and Vardi, Shai and Wierman, Adam (2018) Convex Prophet Inequalities. Performance Evaluation Review, 46 (2). pp. 85-86. ISSN 0163-5999. http://resolver.caltech.edu/CaltechAUTHORS:20190128-125707935

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Abstract

We introduce a new class of prophet inequalities-convex prophet inequalities-where a gambler observes a sequence of convex cost functions ci (xi ) and is required to assign some fraction 0 ≤ x_i ≤ 1 to each, such that the sum of assigned values is exactly 1. The goal of the gambler is to minimize the sum of the costs. We provide an optimal algorithm for this problem, a dynamic program, and show that it can be implemented in polynomial time when the cost functions are polynomial. We also precisely characterize the competitive ratio of the optimal algorithm in the case where the gambler has an outside option and there are polynomial costs, showing that it grows as θ(n^(p-1)/ℓ), where n is the number of stages, p is the degree of the polynomial costs and the coefficients of the cost functions are bounded by [ℓ,u].


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1145/3305218.3305250DOIArticle
Additional Information:© 2018 held by the owner/author(s).
Subject Keywords:Prophet inequality, online algorithms, resource allocation, stochastic control
Record Number:CaltechAUTHORS:20190128-125707935
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20190128-125707935
Official Citation:Junjie Qin, Ram Rajagopal, Shai Vardi, and Adam Wierman. 2018. Convex Prophet Inequalities: Extended Abstract. In Proceedings of ACM SIGMETRICS 2018 (SIGMETRICS’18). ACM, Irvine, CA, USA, 2 pages; doi: 10.1145/3305218.3305250
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:92492
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:29 Jan 2019 18:00
Last Modified:29 Jan 2019 18:00

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