Hybridization of Description Logics and Logic Programming

被引:0
作者
Sheela, Arun Raveendran Nair [1 ]
机构
[1] Clermont Auvergne Univ, Clermont Ferrand, France
来源
SEMANTIC WEB: ESWC 2024 SATELLITE EVENTS, PT II | 2025年 / 15345卷
关键词
Description Logic; Rules; Logic Programming; Hybrid Knowledge Base; ONTOLOGIES; RULES;
D O I
10.1007/978-3-031-78955-7_14
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Thales aims to develop a virtual assistant to support pilots during flights, with a central component being the knowledge base. This knowledge base is built using a knowledge representation (KR) and reasoning system, encompassing various knowledge types including static and dynamic. However, existing KR systems present some limitations which include expressiveness and reasoning performance. The problem of expressiveness can be addressed by integrating two distinct KR concepts: Rules and Ontologies. Ontologies offers a framework for formalizing concepts, properties, and relationships, whereas rules express knowledge through IF-Then constructs. Integrating these approaches enriches knowledge representation and reasoning systems in many ways and helps to achieve completeness. However, this integration poses challenges, such as the difficulty of aligning their semantics and addressing issues of decidability. This thesis focuses on defining a methodology to combine rules and ontologies to overcome these challenges and build an optimized reasoner to execute the reasoning tasks of the virtual assistant ensuring good performance.
引用
收藏
页码:135 / 145
页数:11
相关论文
共 41 条
[1]  
Antonis B., 2008, The DR-Prolog Tool Suite for Defeasible Reasoning and Proof Explanation in the Semantic Web, P345
[2]  
Bajraktari L., 2018, AAAI C ARTIF INTELL
[3]  
Bechhofer S., 2003, Hoolet
[4]  
Bechhofer S., 2004, W3C recommendation
[5]  
Bry Francois, 2005, 2nd European Workshop on the Integration of Knowledge, Semantics and Digital Media Technology (EWIMT 2005), P317, DOI 10.1049/ic.2005.0749
[6]  
Cruz-Filipe L., 2012, Achieving tightness in dl- programs
[7]  
Drabent W., 2007, Applications of Logic Programming to the Web
[8]  
Eiter T., 2007, Nlp-dl
[9]   Combining answer set programming with description logics for the semantic Web [J].
Eiter, Thomas ;
Ianni, Giovambattista ;
Lukasiewicz, Thomas ;
Schindlauer, Roman ;
Tompits, Hans .
ARTIFICIAL INTELLIGENCE, 2008, 172 (12-13) :1495-1539
[10]  
en, Jaccard Index