TY - JOUR
T1 - Simplex transformations and the multiway cut problem
AU - Buchbinder, Niv
AU - Schwartz, Roy
AU - Weizman, Baruch
N1 - Publisher Copyright:
Copyright: © 2021 INFORMS.
PY - 2021/5
Y1 - 2021/5
N2 - We consider multiway cut, a basic graph partitioning problem in which the goal is to find the minimum weight collection of edges disconnecting a given set of special vertices called terminals. Multiway cut admits a well-known simplex embedding relaxation, where rounding this embedding is equivalent to partitioning the simplex. Current best-known solutions to the problem are comprised of a mix of several different ingredients, resulting in intricate algorithms. Moreover, the best of these algorithms is too complex to fully analyze analytically, and a computer was partly used in verifying its approximation factor. We propose a new approach to simplex partitioning and the multiway cut problem based on general transformations of the simplex that allow dependencies between the different variables. Our approach admits much simpler algorithms and, in addition, yields an approximation guarantee for the multiway cut problem that (roughly) matches the current best computer-verified approximation factor.
AB - We consider multiway cut, a basic graph partitioning problem in which the goal is to find the minimum weight collection of edges disconnecting a given set of special vertices called terminals. Multiway cut admits a well-known simplex embedding relaxation, where rounding this embedding is equivalent to partitioning the simplex. Current best-known solutions to the problem are comprised of a mix of several different ingredients, resulting in intricate algorithms. Moreover, the best of these algorithms is too complex to fully analyze analytically, and a computer was partly used in verifying its approximation factor. We propose a new approach to simplex partitioning and the multiway cut problem based on general transformations of the simplex that allow dependencies between the different variables. Our approach admits much simpler algorithms and, in addition, yields an approximation guarantee for the multiway cut problem that (roughly) matches the current best computer-verified approximation factor.
KW - Approximation algorithms
KW - Multiway cut
KW - Randomized rounding
UR - http://www.scopus.com/inward/record.url?scp=85110187298&partnerID=8YFLogxK
U2 - 10.1287/moor.2020.1073
DO - 10.1287/moor.2020.1073
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AN - SCOPUS:85110187298
SN - 0364-765X
VL - 46
SP - 757
EP - 771
JO - Mathematics of Operations Research
JF - Mathematics of Operations Research
IS - 2
ER -