Online named entity recognition method for microtexts in social networking services: A case study of twitter

被引:46
作者
Jung, Jason J. [1 ]
机构
[1] Yeungnam Univ, Dept Comp Engn, Knowledge Engn Lab, Dae Dong, Gyeongsan, South Korea
基金
新加坡国家研究基金会;
关键词
Named entity recognition; Social networks; Network analysis; Multiplex social network; MAXIMUM-ENTROPY;
D O I
10.1016/j.eswa.2012.01.136
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Named entity recognition (NER) methods have been regarded as an efficient strategy to extract relevant entities for answering a given query. The aim of this work is to exploit the conventional NER methods for analyzing a large set of microtexts of which lengths are short. Particularly, the microtexts are streaming on online social media, e.g., Twitter. To do so, this paper proposes three properties of contextual association among the microtexts to discover contextual clusters of the microtexts, which can be expected to improve the performance of NER tasks. As a case study, we have applied the proposed NER system to Twitter. Experimental results demonstrate the feasibility of the proposed method (around 90.3% of precision) for extracting relevant information in online social network applications. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:8066 / 8070
页数:5
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