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Entity Linking with a Knowledge Base: Issues, Techniques, and Solutions

delete2015-02-01
delete476
PRE
AI
W
Wei Shen *
J
Jianyong Wang
J
Jiawei Han
DOI:10.1109/TKDE.2014.2327028delete
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Abstract

Abstract

En 中文
The large number of potential applications from bridging web data with knowledge bases have led to an increase in the entity linking research. Entity linking is the task to link entity mentions in text with their corresponding entities in a knowledge base. Potential applications include information extraction, information retrieval, and knowledge base population. However, this task is challenging due to name variations and entity ambiguity. In this survey, we present a thorough overview and analysis of the main approaches to entity linking, and discuss various applications, the evaluation of entity linking systems, and future directions.
Keywords:
Entity linking
entity disambiguation
knowledge base
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IEEE Transactions on Knowledge and Data Engineering cover
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
Papers:
6.7K
Citations:
3.2W

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T
tsinghua university
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Citations: 137
University of Illinois System cover
University of Illinois System
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nankai university
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Citations: 74
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