Inferring gender of micro-blog users based on multi-classifiers fusion
文献类型：期刊论文
| 作者 | Zheng, Jinghua1; Guo, Shize2; Gao, Liang2; Xue, Di3; Zhao, Nan4 ; Ma, Huimin1
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| 刊名 | International Journal of Performability Engineering
 |
| 出版日期 | 2018-02-01 |
| 卷号 | 14期号:2页码:349-356 |
| 关键词 | Sina micro-blog gender prediction multi-classifiers fusion prediction accuracy |
| ISSN号 | 09731318 |
| DOI | 10.23940/ijpe.18.02.p16.349356 |
| 产权排序 | 4 |
| 文献子类 | article |
| 英文摘要 | 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. |
| 学科主题 | Blogs - Classification (Of Information) - Population Statistics |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| 出版者 | Totem Publishers Ltd |
| 源URL | [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. |
入库方式： OAI收割
来源：心理研究所
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