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Matrix representation and gradient flows for NP-hard problems
Authors:W. S. Wong
Affiliation:(1) Department of Information Engineering, Chinese University of Hong Kong, Shatin, New Territories, Hong Kong
Abstract:Over the past decade, a number of connections between continuous flows and numerical algorithms were established. Recently, Brockett and Wong reported a connection between gradient flows on the special orthogonal groupLO(n) and local search solutions for the assignment problem. In this paper, we describe a uniform formulation for certain NP-hard combinatorial optimization problems in matrix form and examine their connection with gradient flows onLO(n). For these problems, there is a correspondence between the so-called 2-opt solutions and asymptotically stable critical points of an associated gradient flow.
Keywords:Gradient flows  assignment problem  traveling salesman problem  graph partitioning problem  local search
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