Inferring gender of micro-blog users based on multi-classifiers fusion

doi:10.23940/ijpe.18.02.p16.349356

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	Inferring gender of micro-blog users based on multi-classifiers fusion
	Zheng, Jinghua 1; Guo, Shize 2; Gao, Liang 2; Xue, Di 3; Zhao, Nan4 ; Ma, Huimin 1
第一作者	Zheng, Jinghua
通讯作者邮箱	zhengjh1001@163.com
心理所单位排序	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
	2018-02-01
语种	英语
DOI	10.23940/ijpe.18.02.p16.349356
发表期刊	International Journal of Performability Engineering
ISSN	09731318
卷号	14 期号:2 页码:349-356
期刊论文类型	article
URL	查看原文
收录类别	EI
出版者	Totem Publishers Ltd
引用统计
文献类型	期刊论文
条目标识符	https://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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