Enhanced Contextual Neural Topic Model for Short Texts

被引:0
|
作者
Liu, Gang [1 ,2 ]
Wang, Tongli [1 ,2 ]
Tang, Hongwei [1 ,2 ]
Zhan, Kai [3 ]
Yang, Wenli [1 ,2 ]
机构
[1] College of Computer Science and Technology, Harbin Engineering University, Harbin,150001, China
[2] Modeling and Emulation in E- Government National Engineering Laboratory, Harbin Engineering University, Harbin,150001, China
[3] PwC Enterprise Digital, PricewaterhouseCoopers, Sydney,2070, Australia
关键词
22;
D O I
10.3778/j.issn.1002-8331.2212-0259
中图分类号
学科分类号
摘要
引用
收藏
页码:154 / 164
相关论文
共 50 条
  • [41] Topic Discovery for Short Texts Using Word Embeddings
    Xun, Guangxu
    Gopalakrishnan, Vishrawas
    Ma, Fenglong
    Li, Yaliang
    Gao, Jing
    Zhang, Aidong
    2016 IEEE 16TH INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2016, : 1299 - 1304
  • [42] Topic Modeling for Short Texts with Auxiliary Word Embeddings
    Li, Chenliang
    Wang, Haoran
    Zhang, Zhiqian
    Sun, Aixin
    Ma, Zongyang
    SIGIR'16: PROCEEDINGS OF THE 39TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2016, : 165 - 174
  • [43] Automatic Topic Modeling for Single Document Short Texts
    Sajid, Anamta
    Jan, Sadaqat
    Shah, Ibrar A.
    2017 INTERNATIONAL CONFERENCE ON FRONTIERS OF INFORMATION TECHNOLOGY (FIT), 2017, : 70 - 75
  • [44] Modeling Topic Evolution in Social Media Short Texts
    Zhang, Yuhao
    Mao, Wenji
    Lin, Junjie
    2017 IEEE INTERNATIONAL CONFERENCE ON BIG KNOWLEDGE (IEEE ICBK 2017), 2017, : 315 - 319
  • [45] A Hybrid Neural Network Model for Sentiment Analysis of Financial Texts Using Topic Extraction, Pre-Trained Model, and Enhanced Attention Mechanism Methods
    Duan, Ganglong
    Yan, Shunfei
    Zhang, Meng
    IEEE ACCESS, 2024, 12 : 98207 - 98224
  • [46] A topic-enhanced dirichlet model for short text stream clustering
    Liu, Kan
    He, Jiarui
    Chen, Yu
    NEURAL COMPUTING & APPLICATIONS, 2024, : 8125 - 8140
  • [47] Topic Modeling over Short Texts by Incorporating Word Embeddings
    Qiang, Jipeng
    Chen, Ping
    Wang, Tong
    Wu, Xindong
    ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PAKDD 2017, PT II, 2017, 10235 : 363 - 374
  • [48] Incorporating Biterm Correlation Knowledge into Topic Modeling for Short Texts
    Zhang, Kai
    Zhou, Yuan
    Chen, Zheng
    Liu, Yufei
    Tang, Zhuo
    Yin, Li
    Chen, Jihong
    COMPUTER JOURNAL, 2022, 65 (03): : 537 - 553
  • [49] Topic extraction by clustering word embeddings on short online texts
    Nabergoj, David
    D’Alconzo, Alessandro
    Valerio, Danilo
    Štrumbelj, Erik
    Elektrotehniski Vestnik/Electrotechnical Review, 2022, 89 (1-2): : 64 - 72
  • [50] Topic Modeling of Short Texts: A Pseudo-Document View
    Zuo, Yuan
    Wu, Junjie
    Zhang, Hui
    Lin, Hao
    Wang, Fei
    Xu, Ke
    Xiong, Hui
    KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, : 2105 - 2114