Domain-specific product named entity recognition from Chinese microblog

Xianxiang Yang, Heyan Huang, Xin Xin, Quanchao Liu, Xiaochi Wei

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

In this paper, we presented an effective method to recognize product named entity from Chinese micro blog. Due to the short, noisy and informal text, it is much more difficult to recognize Pro-NEs from micro blog than traditional media, such as news articles. In order to work out the challenges, we carried out a statistical analysis on the appearance of Pro-NEs in Chinese micro blog, According to the structure of Pro-NEs, we integrated some features and introduced external knowledge to the conditional random fields model. Experiments on an artificial annotated micro blog corpus show that our approach can improve the performance of the product named entity recognition from microblog.

Original languageEnglish
Title of host publicationProceedings - 2014 10th International Conference on Computational Intelligence and Security, CIS 2014
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages218-222
Number of pages5
ISBN (Electronic)9781479974344
DOIs
Publication statusPublished - 20 Jan 2015
Event10th International Conference on Computational Intelligence and Security, CIS 2014 - Kunming, Yunnan, China
Duration: 15 Nov 201416 Nov 2014

Publication series

NameProceedings - 2014 10th International Conference on Computational Intelligence and Security, CIS 2014

Conference

Conference10th International Conference on Computational Intelligence and Security, CIS 2014
Country/TerritoryChina
CityKunming, Yunnan
Period15/11/1416/11/14

Keywords

  • CRFs
  • Chinese
  • Microblog
  • Product named entity recognition

Fingerprint

Dive into the research topics of 'Domain-specific product named entity recognition from Chinese microblog'. Together they form a unique fingerprint.

Cite this