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
来源
2018 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP) | 2018年
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
  • [41] Featuring, Detecting, and Visualizing Human Sentiment in Chinese Micro-Blog
    Yu, Zhiwen
    Wang, Zhitao
    Chen, Liming
    Guo, Bin
    Li, Wenjie
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2016, 10 (04)
  • [42] Problem-based learning effectiveness on micro-blog and blog for students: a case study
    Huang, Shu-Hsien
    Huang, Yueh-Min
    Wu, Ting-Ting
    Chen, Hong-Ren
    Chang, Shih-Ming
    INTERACTIVE LEARNING ENVIRONMENTS, 2016, 24 (06) : 1334 - 1354
  • [43] Analysis of Micro-blog Recruitment Mode
    Huang, Wenfu
    Luo, Aling
    Yu, Zhenhan
    2015 5th International Conference on Applied Social Science (ICASS 2015), Pt 3, 2015, 82 : 258 - 263
  • [44] An Ensemble Classification Algorithm of Micro-Blog Sentiment Based on Feature Selection and Differential Evolution
    Li, Hongchan
    Ma, Zishuai
    Zhu, Haodong
    Ma, Yu
    Chang, Zhifang
    IEEE ACCESS, 2022, 10 : 70467 - 70475
  • [45] A Study on Micro-blog Sentiment Analysis of Public Emergencies under the Environment of Big Data
    Wu, Zeshu
    Lu, Yanxia
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 4435 - 4438
  • [46] Sentiment classification model for Chinese micro-blog comments based on key sentences extraction
    Shunxiang Zhang
    Zhaoya Hu
    Guangli Zhu
    Ming Jin
    Kuan-Ching Li
    Soft Computing, 2021, 25 : 463 - 476
  • [47] Sentiment classification model for Chinese micro-blog comments based on key sentences extraction
    Zhang, Shunxiang
    Hu, Zhaoya
    Zhu, Guangli
    Jin, Ming
    Li, Kuan-Ching
    SOFT COMPUTING, 2021, 25 (01) : 463 - 476
  • [48] The Design of Public Opinion Analysis System Based on Micro-blog
    Lu, Zheng-wu
    2016 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI 2016), 2016, : 276 - 280
  • [49] Product Related Information Sentiment-Content Analysis Based on Convolutional Neural Networks for the Chinese Micro-blog
    Liu, Kesong
    Niu, Yan
    Yang, Jianwu
    Wang, Jiushuo
    Zhang, Dan
    2016 INTERNATIONAL CONFERENCE ON NETWORK AND INFORMATION SYSTEMS FOR COMPUTERS (ICNISC), 2016, : 357 - 361
  • [50] Research on Micro-blog character analysis based on Naive Bayes
    Liu, Yun
    Liu, Tong
    Wang, Yanbo J.
    SEVENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2015), 2015, 9631