Analyzing Node-Weighted Oblivious Matching Problem via Continuous LP with Jump Discontinuity

Author:

Chan T.-H. Hubert1,Chen Fei2,Wu Xiaowei1

Affiliation:

1. Department of Computer Science, The University of Hong Kong, Pokfulam Road, Hong Kong

2. Huawei Noah’s Ark Lab, Hong Kong

Abstract

We prove the first non-trivial performance ratio strictly above 0.5 for the weighted Ranking algorithm on the oblivious matching problem where nodes in a general graph can have arbitrary weights. We have discovered a new structural property of the ranking algorithm: if a node has two unmatched neighbors, then it will still be matched even when its rank is demoted to the bottom. This property allows us to form LP constraints for both the weighted and the unweighted versions of the problem. Using a new class of continuous linear programming (LP), we prove that the ratio for the weighted case is at least 0.501512, and we improve the ratio for the unweighted case to 0.526823 (from the previous best 0.523166 in SODA 2014). Unlike previous continuous LP, in which the primal solution must be continuous everywhere, our new continuous LP framework allows the monotone component of the primal function to have jump discontinuities, and the other primal components to take non-conventional forms, such as the Dirac δ function.

Funder

Hong Kong RGC

Publisher

Association for Computing Machinery (ACM)

Subject

Mathematics (miscellaneous)

Reference16 articles.

1. Gagan Aggarwal Gagan Goel Chinmay Karande and Aranyak Mehta. 2011. Online vertex-weighted bipartite matching and single-bid budgeted allocations. In Proceeedings of SODA. 1253--1264. Gagan Aggarwal Gagan Goel Chinmay Karande and Aranyak Mehta. 2011. Online vertex-weighted bipartite matching and single-bid budgeted allocations. In Proceeedings of SODA. 1253--1264.

2. Randomized greedy matching. II

3. T.-H. Hubert Chan Fei Chen Xiaowei Wu and Zhichao Zhao. 2014. Ranking on arbitrary graphs: Rematch via continuous LP with monotone and boundary condition constraints. In Proceeedings of SODA. 1112--1122. T.-H. Hubert Chan Fei Chen Xiaowei Wu and Zhichao Zhao. 2014. Ranking on arbitrary graphs: Rematch via continuous LP with monotone and boundary condition constraints. In Proceeedings of SODA. 1112--1122.

4. Randomized greedy matching

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