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
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