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Inferring gender of micro-blog users based on multi-classifiers fusion
Zheng, Jinghua1; Guo, Shize2; Gao, Liang2; Xue, Di3; Zhao, Nan4; Ma, Huimin1
第一作者Zheng, Jinghua
2018-02-01
发表期刊International Journal of Performability Engineering
通讯作者邮箱zhengjh1001@163.com
ISSN09731318
文章类型article
卷号14期号:2页码:349-356
产权排序4
摘要Knowing user demographic traits offers a great potential for public information. Most researches have used local features to predict user demographic traits. Since this method did not make the most of user global features, the prediction performance was low. In this paper, our goal tries to use an ensemble learning method to improve the prediction performance through multi-classifiers fusion. Our work makes three important contributions. Firstly, we show how to predict Sina Micro-blog users' genders based on his/her text published on the social network. Secondly, we show that user's personality traits can also be used to infer gender. And last and thirdly, we propose multi-classifiers fusion to predict users' genders, and give the experimental results that validate our method by comparing it with a different local features dataset. Our experiment demonstrates that our method can improve the accuracy rate, the recall rate of prediction, and the F value. © 2018 Totem Publisher, Inc. All rights reserved.
关键词Sina micro-blog gender prediction multi-classifiers fusion prediction accuracy
学科领域Blogs - Classification (Of Information) - Population Statistics
学科门类Forecasting
DOI10.23940/ijpe.18.02.p16.349356
URL查看原文
收录类别EI
语种英语
出版者Totem Publishers Ltd
引用统计
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/27764
专题中国科学院心理研究所
作者单位1.Hefei Electronic Engineering Institute, Hefei; 230037, China;
2.Institute of North Electronic Equipment, Beijing; 100083, China;
3.Army Engineering University, Nanjing; 210007, China;
4.CAS Institute of Psychology, Beijing; 100101, China
推荐引用方式
GB/T 7714
Zheng, Jinghua,Guo, Shize,Gao, Liang,et al. Inferring gender of micro-blog users based on multi-classifiers fusion[J]. International Journal of Performability Engineering,2018,14(2):349-356.
APA Zheng, Jinghua,Guo, Shize,Gao, Liang,Xue, Di,Zhao, Nan,&Ma, Huimin.(2018).Inferring gender of micro-blog users based on multi-classifiers fusion.International Journal of Performability Engineering,14(2),349-356.
MLA Zheng, Jinghua,et al."Inferring gender of micro-blog users based on multi-classifiers fusion".International Journal of Performability Engineering 14.2(2018):349-356.
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