CASIA OpenIR  > 模式识别国家重点实验室  > 自然语言处理
Sentiment Classification of Social Media Text Considering User Attribute
Li, Junjie1,2; Yang, Haitong3; Zong,Chengqing1,2
2016
Conference NameThe Fifth Conference on Natural Language Processing and Chinese Computing & The Twenty Fourth International Conference on Computer Processing of Oriental Languages
Conference Date2016-12
Conference PlaceKunming, China
Abstract

Social media texts pose a great challenge to sentiment classification. Existing classification methods focus on exploiting sophisticated features or incorporating user interactions, such as following and retweeting. Nevertheless, these methods ignore user attributes such as age, gender and location, which is proved to be a very important prior in determining sentiment polarity according to our analysis. In this paper, we propose two algorithms to make full use of user attributes: 1) incorporate them as simple features, 2) design a graph-based method to model relationship between tweets posted by users with similar attributes. The extensive experiments on seven movie datasets in Sina Weibo show the superior performance of our methods in handling these short and informal texts.

Indexed ByEI
Language英语
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/23103
Collection模式识别国家重点实验室_自然语言处理
Corresponding AuthorZong,Chengqing
Affiliation1.National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing, China
2.University of Chinese Academy of Sciences, Beijing, China
3.School of Computer, Central China Normal University, Wuhan 430079, China
Recommended Citation
GB/T 7714
Li, Junjie,Yang, Haitong,Zong,Chengqing. Sentiment Classification of Social Media Text Considering User Attribute[C],2016.
Files in This Item: Download All
File Name/Size DocType Version Access License
Li2016_Chapter_Senti(618KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Li, Junjie]'s Articles
[Yang, Haitong]'s Articles
[Zong,Chengqing]'s Articles
Baidu academic
Similar articles in Baidu academic
[Li, Junjie]'s Articles
[Yang, Haitong]'s Articles
[Zong,Chengqing]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Li, Junjie]'s Articles
[Yang, Haitong]'s Articles
[Zong,Chengqing]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Li2016_Chapter_SentimentClassificationOfSocia.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.