Cutting Cycles of Conditional Preference Networks with Feedback Set Approach

Author:

Liu Zhaowei12,Li Ke1ORCID,He Xinxin2

Affiliation:

1. Shandong University, Jinan, Shandong Province, China

2. Yantai University, Yantai, Shandong Province, China

Abstract

As a tool of qualitative representation, conditional preference network (CP-net) has recently become a hot research topic in the field of artificial intelligence. The semantics of CP-nets does not restrict the generation of cycles, but the existence of the cycles would affect the property of CP-nets such as satisfaction and consistency. This paper attempts to use the feedback set problem theory including feedback vertex set (FVS) and feedback arc set (FAS) to cut cycles in CP-nets. Because of great time complexity of the problem in general, this paper defines a class of the parent vertices in a ring CP-nets firstly and then gives corresponding algorithm, respectively, based on FVS and FAS. Finally, the experiment shows that the running time and the expressive ability of the two methods are compared.

Funder

Natural Science Foundation of Shandong Province

Publisher

Hindawi Limited

Subject

General Mathematics,General Medicine,General Neuroscience,General Computer Science

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Maximal Acyclic Subgraphs and Closest Stable Matrices;SIAM Journal on Matrix Analysis and Applications;2020-01

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