基于结果的表达性描述逻辑本体公理定位

Jing Li, Dantong Ouyang, Yuxin Ye
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PDF HTML XML导出引用提醒基于结果的公理表达描述逻辑本体精确定位DOI: 10.21655/ijsi.1673-7288.00304作者:隶属关系:Clc编号:基金项目:摘要:Axiom pinpointing能够探索DL本体中可解释的缺陷,并为逻辑含义寻找隐藏的理由,因此在描述逻辑(Description logic, DL)领域引起了广泛的兴趣。平衡人工智能的表达能力和推理器的求解效率一直是公理定位研究的焦点。本研究从玻璃盒和黑盒两个角度,提出了一种基于结果的公理确定方法。玻璃盒法使用改进的基于结果的规则(精确指向规则)来跟踪推理的具体过程,并引入精确指向公式的概念来建立布尔公式的标签与所有最小公理集之间的对应关系。黑盒方法基于未修改的基于结果的规则直接调用推理器,并进一步使用命中集树(hit Set Tree, HST)计算逻辑蕴涵的所有证明。最后,基于这两种公理定位算法,设计了一个用于表达深度学习本体的推理工具。理论和实验验证了该方法的可行性,并与现有公理定位工具的求解效率进行了比较。相关参考文献
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Consequence-based Axiom Pinpointing for Expressive Description Logic Ontologies
PDF HTML XML Export Cite reminder Consequence-based Axiom Pinpointing for Expressive Description Logic Ontologies DOI: 10.21655/ijsi.1673-7288.00304 Author: Affiliation: Clc Number: Fund Project: Article | Figures | Metrics | Reference | Related | Cited by | Materials | Comments Abstract:Axiom pinpointing has attracted extensive interest in Description Logics (DLs) due to its effect of exploring explicable defects in the DL ontology and searching for hidden justifications for logical implication. Balancing the expressive power of DLs and the solving efficiency of reasoners has always been the focus of axiom pinpointing research. This study, from both glass-box and black-box perspectives, proposes a consequence-based method for axiom pinpointing. The glass-box method uses modified consequence-based rules (pinpointing rules) to trace the specific process of inference and introduces the concept of pinpointing formula to establish the correspondence between the label of the Boolean formula and all the minimal axiom sets. The black-box method directly calls the reasoner based on the unmodified consequence-based rules and further uses the Hitting Set Tree (HST) to compute all justifications of logical implication. Finally, a reasoning tool is designed based on the two axiom pinpointing algorithms for expressive DL ontologies. Its feasibility is verified theoretically and experimentally, and its solving efficiency is compared with that of existing axiom pinpointing tools. Reference Related Cited by
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