本体论
基于本体的数据集成
本体对齐
计算机科学
过程本体
上层本体
匹配(统计)
数据集成
建议合并本体
开放生物医学本体论
过程(计算)
语义整合
情报检索
数据科学
数据挖掘
语义网
数学
操作系统
认识论
统计
哲学
语义Web堆栈
作者
Inès Osman,Sadok Ben Yahia,Gayo Diallo
标识
DOI:10.1016/j.inffus.2021.01.007
摘要
In recent years, the decentralized development of ontologies has led to the generation of multiple ontologies of overlapping knowledge. This heterogeneity problem can be tackled by integrating existing ontologies to build a single coherent one. Ontology integration has been investigated during the last two decades, but it is still a challenging task. In this article, we provide a comprehensive survey of all ontology integration aspects. We discuss related notions and scrutinize existing techniques and literature approaches. We also detail the role of ontology matching in the ontology integration process. Indeed, the ontology community has adopted the splitting of the ontology integration problem into matching, merging and repairing sub-tasks, where matching is a necessary preceding step for merging, and repairing can be included in the matching process or performed separately. Ontology matching and merging systems have become quite proficient, however the trickiest part lies in the repairing step. We also focus on the case of a holistic integration of multiple heterogeneous ontologies, which needs further exploration. Finally, we investigate challenges, open issues, and future directions of the ontology integration and matching areas.
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