Title Named Entity Recognition using Wikipedia and Abbreviation Generation

被引:0
|
作者
Park, Youngmin [1 ]
Kang, Sangwoo [1 ]
Seo, Jungyun [1 ]
机构
[1] Sogang Univ, Dept Comp Sci & Engn, Seoul, South Korea
来源
2014 INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP) | 2014年
关键词
Title named entity; Wikipedia; Conditional random field; Abbreviation generation;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a title named entity recognition model using Wikipedia and abbreviation generation. The proposed title named entity recognition model automatically extracts title named entities from Wikipedia so constant renewal is possible without additional costs. Also, in order to establish a dictionary of title named entity abbreviations, generation rules are used to generate abbreviation candidates and abbreviations are selected through web search methods. In this paper, we propose a statistical model that recognizes title named entities using CRFs (Conditional Random Fields). The proposed model uses lexical information, a named entity dictionary, and an abbreviation dictionary, and provides title named entity recognition performance of 82.1% according to experimental results.
引用
收藏
页码:169 / 172
页数:4
相关论文
共 50 条
  • [1] Chinese Named Entity Recognition and Disambiguation Based on Wikipedia
    Yu Miao
    Lv Yajuan
    Liu Qun
    Su Jinsong
    Xiong Hao
    NATURAL LANGUAGE PROCESSING AND CHINESE COMPUTING, 2012, 333 : 272 - 283
  • [2] Learning multilingual named entity recognition from Wikipedia
    Nothman, Joel
    Ringland, Nicky
    Radford, Will
    Murphy, Tara
    Curran, James R.
    ARTIFICIAL INTELLIGENCE, 2013, 194 : 151 - 175
  • [3] Named Entity Relation Mining Using Wikipedia
    Iftene, Adrian
    Balahur-Dobrescu, Alexandra
    SIXTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, LREC 2008, 2008, : 763 - 766
  • [4] Exploiting Wikipedia Priori Knowledge for Chinese Named Entity Recognition
    Li, Jianfeng
    Zhu, Conghui
    Li, Sheng
    Zhao, Tiejun
    Zheng, Dequan
    2016 12TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2016, : 1548 - 1552
  • [5] Wikipedia-based Named Entity Recognition System for Turkish
    Kucuk, Dogan
    Arici, Nursal
    JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2016, 19 (03): : 325 - 332
  • [6] Named Entity Network based on Wikipedia
    Maskey, Sameer
    Dakka, Wisam
    INTERSPEECH 2009: 10TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2009, VOLS 1-5, 2009, : 1471 - +
  • [7] Named entity linking based on wikipedia
    Jin, P. (jpq@ustc.edu.cn), 1600, Science and Engineering Research Support Society (07):
  • [8] Building an Indonesian Named Entity Recognizer using Wikipedia and DBPedia
    Luthfi, Andry
    Distiawan, Bayu
    Manurung, Ruli
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING (IALP 2014), 2014, : 19 - 22
  • [9] Semantic Relatedness for Named Entity Disambiguation Using a Small Wikipedia
    Fernandez, Izaskun
    Alegria, Inaki
    Ezeiza, Nerea
    TEXT, SPEECH AND DIALOGUE, TSD 2011, 2011, 6836 : 276 - 283
  • [10] Named Entity Corpus Construction using Wikipedia and DBpedia Ontology
    Hahm, Younggyun
    Park, Jungyeul
    Lim, Kyungtae
    Kim, Youngsik
    Hwang, Dosam
    Choi, Key-Sun
    LREC 2014 - NINTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2014, : 2565 - 2569