Polynomial size linear programs for problems in P
Abstract
A perfect matching in an undirected graph is a set of vertex disjoint edges from that include all vertices in . The perfect matching problem is to decide if has such a matching. Recently Rothvo{\ss} proved the striking result that the Edmonds' matching polytope has exponential extension complexity. Here for each we describe a perfect matching polytope that is different from Edmonds' polytope and define a weaker notion of extended formulation. We show that the new polytope has a weak extended formulation (WEF) of polynomial size. For each graph with vertices we can readily construct an objective function so that solving the resulting linear program over decides whether or not has a perfect matching. The construction is uniform in the sense that, for each , a single polytope is defined for the class of all graphs with nodes. The method extends to solve poly time optimization problems, such as the weighted matching problem. In this case a logarithmic (in the weight of the optimum solution) number of optimizations are made over the constructed WEF. The method described in the paper involves construction of a compiler that converts an algorithm given in a prescribed pseudocode into a polytope. It can therefore be used to construct a polytope for any decision problem in {\bf P} which can be solved by a given algorithm. Compared with earlier results of Dobkin-Lipton-Reiss and Valiant our method allows the construction of explicit linear programs directly from algorithms written for a standard register model, without intermediate transformations. We apply our results to obtain polynomial upper bounds on the non-negative rank of certain slack matrices related to membership testing of languages in {\bf P/Poly}.
Cite
@article{arxiv.1408.0807,
title = {Polynomial size linear programs for problems in P},
author = {David Avis and David Bremner and Hans Raj Tiwary and Osamu Watanabe},
journal= {arXiv preprint arXiv:1408.0807},
year = {2018}
}
Comments
21 pages, 1 figure; This version comprises of a major revision of the earlier version, with several errors corrected and parts rewritten