Technical Report MSC-2021-14

TR#:MSC-2021-14
Class:MSC
Title: Fault Tolerant Max-Cut
Authors: Noa Marelly
Supervisors: Keren Censor-Hillel and Roy Schwartz
PDFMSC-2021-14.pdf
Abstract: In this work, we initiate the study of fault tolerant Max-Cut, where given an edge-weighted undirected graph G=(V,E), the goal is to find a cut S, that maximizes the total weight of edges that cross S even after an adversary removes k vertices from G. We consider two types of adversaries: an adaptive adversary that sees the outcome of the random coin tosses used by the algorithm, and an oblivious adversary that does not. For any constant number of failures k we present an approximation of 0.878 against an adaptive adversary and of αGW (approximately 0.8786) against an oblivious adversary (here αGW is the approximation achieved by the random hyperplane algorithm of [Goemans-Williamson J. ACM `95]). Additionally, we present a hardness of approximation of αGW against both types of adversaries, rendering our results (virtually) tight. The non-linear nature of the fault tolerant objective makes the design and analysis of algorithms harder when compared to the classic Max-Cut. Hence, we employ approaches ranging from multi-objective optimization to LP duality and the ellipsoid algorithm to obtain our results.

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