贵州大学学报(自然科学版)2024,Vol.41Issue(1) :1-19.DOI:10.15958/j.cnki.gdxbzrb.2024.01.01

命题知识库演化中的新知识特征

What's New in the Evolution of Propositional Knowledge Bases?

王以松 刘蕻 张颖 张明义 李丹宁 杨佳佳
贵州大学学报(自然科学版)2024,Vol.41Issue(1) :1-19.DOI:10.15958/j.cnki.gdxbzrb.2024.01.01

命题知识库演化中的新知识特征

What's New in the Evolution of Propositional Knowledge Bases?

王以松 1刘蕻 2张颖 3张明义 3李丹宁 3杨佳佳4
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作者信息

  • 1. 贵州大学 计算机科学与技术学院,贵州 贵阳 550025;贵州大学 人工智能研究院,贵州 贵阳 550025
  • 2. 天津大学 智能与计算学部,天津 300072
  • 3. 贵州科学院,贵州 贵阳 550001
  • 4. 贵州大学 计算机科学与技术学院,贵州 贵阳 550025
  • 折叠

摘要

逻辑差概念在表征基于逻辑的知识库中起到重要作用,这些知识库持续受到动态变化的影响,它们之间存在实质性差异.这一概念与遗忘密切相关,它在各种逻辑中得到了广泛探讨.针对命题理论的相关符号,提出了3 种差概念——逻辑差异、子句差异和素子句差异,以分别捕获逻辑推理、子句推理和素子句推理的差异;研究了它们的性质和计算复杂性.结果表明,涉及逻辑差的各种决策问题在多项式层次结构中比相应的可满足性问题高一个层次,除了2-CNF理论,其相关决策问题是易处理的.随机3-CNF、2-CNF和Horn理论的大量实验结果揭示了子句差和素子句差的一些有趣现象:在随机3-CNF理论和 2-CNF理论中,子句和素子句差的子句数量都表现出与它们的可满足性类似的相变特征.然而,在随机Horn理论中,尽管子句差的子句数量表现出与其可满足性类似的相变,但素子句差的子句数量与子句差情形十分不同,这些结果揭示了随机命题知识库演化中其可满足性相变现象的新特征:在相变阈值附近的知识库演变会产生更多的差异.

Abstract

The notion of logical difference plays an important role in characterizing substantial difference among logic-based knowledge bases that suffer from dynamic changes continuously.This notion is also closely related to forgetting,which has been extensively explored in various logics.This paper presents three notions of difference over a relevant signature for propositional theories—logical difference,clausal difference and prime difference,to capture the difference of logical consequence,clause consequence and prime clause consequence respectively.Besides,their properties and computational complexities are also investigated.It is shown that various deciding problems involving logical difference are one level higher in the polynomial hierarchy than their corresponding satisfiability problem,except for 2-CNF theories for which these deciding problems are tractable.Extensive experimental results on random 3-CNF,2-CNF and Horn theories reveal some interesting phenomena on clausal difference and prime difference.In particular,the number of clauses in both clausal and prime difference exhibits a similar phase transition with their satisfiability for both random 3-CNF theories and 2-CNF theories.However,for random Horn theories,while the number of clauses in clausal difference exhibits a similar coarse phase transition with its satisfiability,the number of clauses in prime difference behaves quite differently from that of clausal difference.It reveals a new character of satisfiability phase transition for random 3-CNF and 2-CNF theories,that their evolutions will introduce more different knowledge nearby their phase transition thresholds.

关键词

逻辑差/子句差/素子句差/计算复杂性/相变/知识管理

Key words

logical difference/clausal difference/prime difference/computational complexity/phase transition/knowledge management

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基金项目

国家自然科学基金(62376066)

国家自然科学基金(61976065)

国家自然科学基金(61370161)

出版年

2024
贵州大学学报(自然科学版)
贵州大学

贵州大学学报(自然科学版)

CSTPCD
影响因子:0.396
ISSN:1000-5269
参考文献量40
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