A Survey of Knowledge Reasoning based on KG

Author:

Lu Rui,Cai Zhiping,Zhao Shan

Abstract

Abstract Knowledge Reasoning(KR) has become the core issue in the field of Artificial Intelligence(AI) and even Natural Language Processing(NLP). KR based on Knowledge Graph(KG) is based on existing KG’s facts. It uses some inference models and algorithms to infer new unknown knowledge and targets at improving the completeness and accuracy of KG. This article presents a brief overview of KR based on KG, expounds the connotation and research scope of it, judges the two main research directions(Knowledge Graph Completion(KGC) and Question Answering over Knowledge Graph (QA-KG)) of current KR and summarizes the four main technical methods. A series of latest results of current research on KR are also listed in this paper. Finally, we look forward to the future improvement of KR.

Publisher

IOP Publishing

Subject

General Medicine

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. RDKG: A Reinforcement Learning Framework for Disease Diagnosis on Knowledge Graph;2023 IEEE International Conference on Data Mining (ICDM);2023-12-01

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3. Construction and Application of a Knowledge Graph for Iron Deposits Using Text Mining Analytics and a Deep Learning Algorithm;Mathematical Geosciences;2023-03-13

4. Analysis of Traffic Accident Based on Knowledge Graph;Journal of Advanced Transportation;2022-08-17

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