Analysis on the Construction of Knowledge Graph of Mass Events Based on Ontology

Author:

Ren Binghua,Bu Fanliang,Hou Zhiwen,Fu Yihui,Liu Xiaoyuan

Abstract

Abstract Mass incidents pose a serious threat to public order and national security, building a knowledge base in the field of mass incidents, visualizing the relationship between entities from incidents, and scientifically reasoning about key information about incidents have become key links in effectively responding to mass violence crimes. In view of the lack of existing mass incident knowledge graph analysis methods and strong subjective reasoning methods, based on the BiLSTM-CRF model, this paper analyzes event elements and entity associations by extracting entities from the text data of mass events, the protege software is used to construct the mass event ontology model, and the visualization of the mass event knowledge graph is realized based on the neo4j graph database. The research results show that the knowledge graph established in this paper can better reflect the correlation between the elements in the mass incident, and is of great significance to the national security department to improve the emergency decision-making ability.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Reference15 articles.

1. An ontology evolution method based on folksonomy[J];Wang,2015

2. Ontology development by domain experts (without using the "O" word)[J];Westerinen;Applied ontology,2017

3. Incorporating Literals into Knowledge Graph Embeddings[J];Kristiadi,2018

4. Research on Text and Sentiment Classification of Particle Swarm Optimization in Natural Language Processing[J];Shixiang;Machine tools and hydraulics,2018

5. Advances in natural language processing driven by new technologies[J];Fei;Journal of Wuhan University (Engineering Edition),2018

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