Theoretical Aspects of Generating Instances with Unique Solutions: Pre-assignment Models for Unique Vertex Cover

Authors

  • Takashi Horiyama Hokkaido University
  • Yasuaki Kobayashi Hokkaido University
  • Hirotaka Ono Nagoya University
  • Kazuhisa Seto Hokkaido University
  • Ryu Suzuki Hokkaido University

DOI:

https://doi.org/10.1609/aaai.v38i18.30060

Keywords:

SO: Combinatorial Optimization, SO: Other Foundations of Search & Optimization

Abstract

The uniqueness of an optimal solution to a combinatorial optimization problem attracts many fields of researchers' attention because it has a wide range of applications, it is related to important classes in computational complexity, and the existence of only one solution is often critical for algorithm designs in theory. However, as the authors know, there is no major benchmark set consisting of only instances with unique solutions, and no algorithm generating instances with unique solutions is known; a systematic approach to getting a problem instance guaranteed having a unique solution would be helpful. A possible approach is as follows: Given a problem instance, we specify a small part of a solution in advance so that only one optimal solution meets the specification. This paper formulates such a ``pre-assignment'' approach for the vertex cover problem as a typical combinatorial optimization problem and discusses its computational complexity. First, we show that the problem is ΣP2-complete in general, while the problem becomes NP-complete when an input graph is bipartite. We then present an O(2.1996^n)-time algorithm for general graphs and an O(1.9181^n)-time algorithm for bipartite graphs, where n is the number of vertices. The latter is based on an FPT algorithm with O*(3.6791^τ) time for vertex cover number τ. Furthermore, we show that the problem for trees can be solved in O(1.4143^n) time.

Published

2024-03-24

How to Cite

Horiyama, T., Kobayashi, Y., Ono, H., Seto, K., & Suzuki, R. (2024). Theoretical Aspects of Generating Instances with Unique Solutions: Pre-assignment Models for Unique Vertex Cover. Proceedings of the AAAI Conference on Artificial Intelligence, 38(18), 20726–20734. https://doi.org/10.1609/aaai.v38i18.30060

Issue

Section

AAAI Technical Track on Search and Optimization