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Layered change log model: bridging between ontology change representation and pattern mining

机译:分层变更日志模型:本体变更表示与模式挖掘之间的桥梁

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摘要

To date, no ontology change management system exists that records the ontology changes based on the different levels of granularity. Once changes are performed using elementary-level change operations, they are recorded in the database at the elementary level accordingly. Such a change representation procedure is not sufficient to represent the intuition behind any applied change and thus, cannot capture the semantic impact of a change. In this paper, we discuss the recording of the applied ontology changes in the form of a layered change log. This knowledge-based layered change log facilitates the detection of the similarities within different time series, mining of change patterns and reuse of the knowledge. Here, the lower-level change log is utilised for recording of the applied ontology changes (operational) and mining of the change patterns (analytical). The higher-level change log supports a comprehensive understanding of the ontology evolution.
机译:迄今为止,尚不存在可基于粒度的不同级别来记录本体更改的本体更改管理系统。一旦使用基本级别的更改操作执行了更改,这些更改就会相应地记录在数据库中。这样的变更表示过程不足以表示任何已应用变更背后的直觉,因此无法捕获变更的语义影响。在本文中,我们以分层的更改日志的形式讨论了应用本体更改的记录。这种基于知识的分层变更日志有助于检测不同时间序列内的相似性,挖掘变更模式并重用知识。此处,较低级别的更改日志用于记录所应用的本体更改(运行)和更改模式的挖掘(分析)。更高级别的更改日志支持对本体演化的全面理解。

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