Automatic Keyword Extraction From Dialogue Text

被引:0
|
作者
Sali, Yusuf [1 ]
Erden, Mustafa [1 ]
机构
[1] Sestek, Istanbul, Turkiye
关键词
keyword extraction; tf-idf; textrank; positionrank;
D O I
10.1109/SIU55565.2022.9864851
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Keyword extraction is the automatic process of extracting keywords or keyphrases that are most relevant to a text using various algorithms. In this study, we have extracted keywords from customer service records of various companies. We reached %70 recall score by supporting tf-idf with textrank and positionrank algorithms. This corresponds to %10 relative improvement to tf-idf alone. This method is created to get accurate results especially from small-medium length and preferably dialogue texts. The system can be applied to different types of texts by optimizing its parameters. Our method also generates minimum three word phrases which is an easily understandable and a very short summary of the dialog, from the extracted keywords.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Automatic Relation Extraction from Text: A Survey
    Li, Kun
    Zhang, Junsheng
    Yao, Changqing
    Shi, Chongde
    2016 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI), 2016, : 83 - 86
  • [32] Automatic Extraction of Collocations From Korean Text
    Seonho Kim
    Juntae Yoon
    Mansuk Song
    Computers and the Humanities, 2001, 35 (3): : 273 - 297
  • [33] Improving Abstractive Dialogue Summarization Using Keyword Extraction
    Yoo, Chongjae
    Lee, Hwanhee
    APPLIED SCIENCES-BASEL, 2023, 13 (17):
  • [34] Automatic text summarization for dialogue style
    Liu, Chuanhan
    Wang, Yongcheng
    Zheng, Fei
    2006 IEEE INTERNATIONAL CONFERENCE ON INFORMATION ACQUISITION, VOLS 1 AND 2, CONFERENCE PROCEEDINGS, 2006, : 274 - 278
  • [35] Keyword extraction for social media short text
    Zhao, Dexin
    Du, Nana
    Chang, Zhi
    Li, Yukun
    2017 14TH WEB INFORMATION SYSTEMS AND APPLICATIONS CONFERENCE (WISA 2017), 2017, : 251 - 256
  • [36] Automatic intonation-based keyword extraction from academic discourse
    Lezhenin, Iurii
    Diachkov, Vadim
    Lamtev, Anton
    Zhuikov, Artyom
    Bogach, Natalia
    Boitsova, Elena
    Pyshkin, Evgeny
    PROCEEDINGS OF THE 2018 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS (FEDCSIS), 2018, : 165 - 168
  • [37] Automatic keyword extraction using domain knowledge
    Hulth, A
    Karlgren, J
    Jonsson, A
    Boström, H
    Asker, L
    COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, 2001, 2004 : 472 - 482
  • [38] Automatic keyword extraction by server log analysis
    Ding, C
    Zhou, J
    Chi, CH
    WEB INFORMATION SYSTEMS ENGINEERING - WISE 2005, 2005, 3806 : 605 - 606
  • [39] Automatic keyword extraction using linguistic features
    Hu, Xinghua
    Wu, Bin
    ICDM 2006: SIXTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, WORKSHOPS, 2006, : 19 - +
  • [40] Automatic Audio Feature Extraction for Keyword Spotting
    Vitolo, Paola
    Liguori, Rosalba
    Benedetto, Luigi Di
    Rubino, Alfredo
    Licciardo, Gian Domenico
    IEEE SIGNAL PROCESSING LETTERS, 2024, 31 : 161 - 165