Research on Hotspots of Educational Application of Natural Language Processing Based on LDA Topic Model

被引:0
|
作者
Wang, Meng [1 ]
Xie, Yuyang [1 ]
Tian, Yu [1 ]
机构
[1] Jiangnan Univ, Sch Humanities, Wuxi, Jiangsu, Peoples R China
来源
CHINESE LEXICAL SEMANTICS, CLSW 2022, PT II | 2023年 / 13496卷
关键词
Natural Language Processing; Educational Application; LDA Topic Model; Research Hotspots; CHINESE;
D O I
10.1007/978-3-031-28956-9_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As an important branch of artificial intelligence, natural language processing has become an effective tool to promote educational reform, improve educational quality and cultivate innovative talents. In order to comprehensively and systematically reveal the theme structure and evolution trend of educational application of natural language processing, this study takes the papers from the workshop "Innovative Use of NLP for Building Educational Applications" held by the NAACL conference from 2003 to 2021 as the data and uses LDA topic model for semantic analysis to identify the research topics automatically. Based on the results, this paper analyzes the topic intensity, topic novelty and topic evolution, so as to deeply explore the research hotspots of the educational application of natural language processing and provide reference and support for relevant scholars to grasp the research trends.
引用
收藏
页码:315 / 325
页数:11
相关论文
共 50 条
  • [1] News Hotspots Detection and Tracking Based on LDA Topic Model
    Hu, Xiao
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), VOL 1, 2016, : 248 - 252
  • [2] Natural language processing in educational research: The evolution of research topics
    Wu, Hao
    Li, Shan
    Gao, Ying
    Weng, Jinta
    Ding, Guozhu
    EDUCATION AND INFORMATION TECHNOLOGIES, 2024, 29 (17) : 23271 - 23297
  • [3] Application of Natural Language Processing in Nephrology Research
    Farrell, Douglas
    Chan, Lili
    CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2023, 18 (06): : 806 - 808
  • [4] Natural Language Processing Application in Nursing Research
    Mun, Minji
    Kim, Aeri
    Woo, Kyungmi
    CIN-COMPUTERS INFORMATICS NURSING, 2024, 42 (12) : 889 - 897
  • [5] Research on the Construction and Application of Knowledge Graph in the Ceramic Field Based on Natural Language Processing
    Nie, Yu
    Huang, Na
    Peng, Junjie
    Song, Guanghua
    Zhang, Yilai
    Peng, Yongkang
    Ni, Chenglin
    INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS, 2023, 19 (01)
  • [6] Professional Chat Application based on Natural Language Processing
    Karthick, S.
    Victor, R. John
    Manikandan, S.
    Goswami, Bhargavi
    2018 IEEE INTERNATIONAL CONFERENCE ON CURRENT TRENDS IN ADVANCED COMPUTING (ICCTAC), 2018,
  • [7] Hidden Markov model and its application in natural language processing
    Gao, Xuexia
    Zhu, Nan
    Information Technology Journal, 2013, 12 (17) : 4256 - 4261
  • [8] Discovering the Recent Research in Natural Language Processing Field Based on a Statistical Approach
    Chen, Xieling
    Chen, Boyu
    Zhang, Chunxia
    Hao, Tianyong
    EMERGING TECHNOLOGIES FOR EDUCATION, 2018, 10676 : 507 - 517
  • [9] Design and Implementation of Parallelized LDA Topic Model Based on MapReduce
    Yan, Duan-wu
    Li, Tie-jun
    Yang, Xiong-fei
    Chen, Kun
    2018 INTERNATIONAL CONFERENCE ON COMPUTER, COMMUNICATION AND NETWORK TECHNOLOGY (CCNT 2018), 2018, 291 : 274 - 278
  • [10] A Doctor Recommendation Based on Graph Computing and LDA Topic Model
    Meng, Qiuqing
    Xiong, Huixiang
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2021, 14 (01) : 808 - 817