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
  • [21] Automatic Keyword Extraction Algorithm and Implementation
    Zhao, Hong
    Bai, Chensheng
    Zhu, Song
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE, PTS 1-4, 2011, 44-47 : 4041 - +
  • [22] Automatic text summarization based on keyword derivation
    Ando, K
    Yamasaki, T
    Shishibori, M
    Aoe, JI
    2001 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: E-SYSTEMS AND E-MAN FOR CYBERNETICS IN CYBERSPACE, 2002, : 464 - 469
  • [23] Automatic Extraction of Causal Chains from Text
    Huminski, Aliaksandr
    Bin, Ng Yan
    LIBRES-LIBRARY AND INFORMATION SCIENCE RESEARCH ELECTRONIC JOURNAL, 2019, 29 (02): : 99 - 108
  • [24] Iterative Hard Thresholding for Keyword Extraction from Large Text Corpora
    Yadlowsky, Steve
    Nakkarin, Preetum
    Wang, Jingyan
    Sharma, Rishi
    El Ghaoui, Laurent
    2014 13TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA), 2014, : 588 - 593
  • [25] Automatic extraction of hierarchical relations from text
    Wang, Ting
    Li, Yaoyong
    Bontcheva, Kalina
    Cunningham, Hamish
    Wang, Ji
    SEMANTIC WEB: RESEARCH AND APPLICATIONS, PROCEEDINGS, 2006, 4011 : 215 - 229
  • [26] Automatic extraction of angiogenesis bioprocess from text
    Wang, Xinglong
    McKendrick, Iain
    Barrett, Ian
    Dix, Ian
    French, Tim
    Tsujii, Jun'ichi
    Ananiadou, Sophia
    BIOINFORMATICS, 2011, 27 (19) : 2730 - 2737
  • [27] AUTOMATIC EXTRACTION OF FUNCTION KNOWLEDGE FROM TEXT
    Cheong, Hyunmin
    Li, Wei
    Cheung, Adrian
    Nogueira, Andy
    Iorio, Francesco
    INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2015, VOL 2A, 2016,
  • [28] Automatic extraction of collocations from Korean text
    Kim, S
    Yoon, J
    Song, MS
    COMPUTERS AND THE HUMANITIES, 2001, 35 (03): : 273 - 297
  • [29] Automatic text extraction from color image
    Liu, WP
    Su, H
    Chi, CY
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2000, PTS 1-3, 2000, 4067 : 1544 - 1550
  • [30] Automatic Text Extraction from Arabic Newspapers
    Vasilopoulos, Nikos
    Wasfi, Yazan
    Kavallieratou, Ergina
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2018), 2018, 10882 : 505 - 510