Tibetan Micro-Blog Sentiment Analysis Based on Mixed Deep Learning

被引:0
|
作者
Sun, Benwang [1 ]
Tian, Fang [2 ]
Liang, Li [1 ]
机构
[1] Qinghai Univ, Dept Comp Technol & Applicat, Xining, Qinghai, Peoples R China
[2] Qinghai Univ, Ctr Informat Technol, Xining, Qinghai, Peoples R China
基金
美国国家科学基金会;
关键词
Deep learning; Tibetan micro-blog; Word vector; sentiment analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The analysis of micro-blog sentiment tendency can reveal the changes of people's emotions, which has become a hot topic in text research. There is a relative lack of research on Tibetan language. In this paper, deep learning algorithm is introduced into the Tibetan sentiment analysis to study the accuracy of different algorithms on Tibetan micro-blog sentiment classification. Firstly, the Tibetan word micro-blog is trained as a word vector by using the word vector tool; then the trained word vectors and the corresponding sentiment orientation labels are directly introduced into the different deep learning models to classify the Tibetan micro-blogs. The results show that the hybrid deep learning algorithm obtains a good classification effect. Different optimization parameters were studied on this model, and the accuracy was improved by 1.22% compared with the previous one.
引用
收藏
页码:109 / 112
页数:4
相关论文
共 50 条
  • [1] Research on Chinese Micro-blog Sentiment Analysis Based on Deep Learning
    Liu Yanmei
    Chen Yuda
    2015 8TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2015, : 358 - 361
  • [2] Micro-blog Emotion Orientation Analysis Algorithm Based on Tibetan and Chinese Mixed Text
    Jiang, Tao
    Jiang, Jing
    Dai, Yugang
    Li, Ailing
    PROCEEDINGS OF THE 1ST INTERNATIONAL SYMPOSIUM ON SOCIAL SCIENCE (ISSS-15), 2015, 24 : 157 - 162
  • [3] Short Text Sentiment Analysis of Micro-blog Based on BERT
    Zheng, Jianzhong
    Chen, Xiaoliang
    Du, Yajun
    Li, Xianyong
    Zhang, Jiabo
    ADVANCED MULTIMEDIA AND UBIQUITOUS ENGINEERING, 2020, 590 : 390 - 396
  • [4] Sentiment Analysis of Tourism Micro-blog Comments
    Song, Wan-li
    Wang, Jun-hua
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE: TECHNIQUES AND APPLICATIONS, AITA 2016, 2016, : 351 - 356
  • [5] Sentiment analysis of Chinese micro-blog text based on extended sentiment dictionary
    Zhang, Shunxiang
    Wei, Zhongliang
    Wang, Yin
    Liao, Tao
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 81 : 395 - 403
  • [6] Chinese Micro-blog Sentiment Analysis Based on SVM and Complex Phrasing
    Yang Fuping
    Huang Zhiyong
    PROCEEDINGS OF THE 2015 3RD INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, ARTS, ECONOMICS AND SOCIAL SCIENCE, 2016, 49 : 841 - 846
  • [7] Vertical and Sequential Sentiment Analysis of Micro-blog Topic
    Wan, Shuo
    Li, Bohan
    Zhang, Anman
    Wang, Kai
    Li, Xue
    ADVANCED DATA MINING AND APPLICATIONS, ADMA 2018, 2018, 11323 : 353 - 363
  • [8] Chinese Micro-Blog Sentiment Analysis Based on Multiple Sentiment Dictionaries and Semantic Rule Sets
    Wu, Jiesheng
    Lu, Kui
    Su, Shuzhi
    Wang, Shibing
    IEEE ACCESS, 2019, 7 : 183924 - 183939
  • [9] Chinese Micro-blog Sentiment Analysis based on Semantic Features and PAD Model
    Gao, Fei
    Sun, Xiao
    Wang, Kunxia
    Ren, Fuji
    2016 IEEE/ACIS 15TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS), 2016, : 1061 - 1065
  • [10] Research on Micro-blog Sentiment Orientation Analysis Based on Improved Dependency Parsing
    Guo Fu-Liang
    Zhou Gang
    2013 3RD INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, COMMUNICATIONS AND NETWORKS (CECNET), 2013, : 546 - 550