利用知识图谱的恐怖主义事件模型

Terrorism Event Model by Knowledge Graph

  • 摘要: 恐怖主义受到世界各国的普遍关注,众多学者在事件模型上进行了大量探索,但现有事件模型的恐怖主义概念层次特征不够突出,时序、空间和语义关系相对缺失,且知识图谱模式层的概念和关系类型固定,难以满足事件的多样化描述信息,因此,亟需以事件为中心并结合时空和语义特征构建事件表示模型。在分析事件组成要素的基础上,结合知识图谱前沿技术,提出并设计了模式、事件、数据三层结构的恐怖主义事件表示模型。无须在模式层扩充概念和关系类型,即可在数据层实现事件类型和描述信息的拓展,在事件层实现时序、空间和语义关系表示,并在原型系统中以宏观概览、时序回溯和语义展示3个场景为例,验证了模型的可行性和有效性。

     

    Abstract:
      Objectives  Terrorism has received widespread attention from all over the world, and researchers have explored construction of event model. However, there are less temporal, spatial and semantic relationships in event models currently, and the diversified expression of event pose challenges to construct an event model. Therefore, it is urgent to construct a terrorism event model combining temporal, spatial and semantic features.
      Methods  Based on the analysis of event components, we propose a three-layer terrorism event model which is proposed and designed with the advanced technology of knowledge graph.
      Results  Without expanding the concepts and relationships, the multi-source heterogeneous data is integrated to represent the conceptual hierarchy of event as well as the temporal, spatial and semantic relationships.
      Conclusions  In the prototype system, the feasibility and effectiveness of the model is confirmed with three cases: Macro overview, temporal backtracking and semantic display.

     

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