Capturing Deep Dynamic Information for Mapping Users across Social Networks
Chiyu Cai1,2; Linjing Li1,3; Weiyun Chen4; Daniel Zeng1,2,3
2019
Conference Name2019 IEEE International Conference on Intelligence and Security Informatics
Conference DateJuly 1-3
Conference PlaceShenzhen, China
Abstract

Nowadays, it is common that a netizen creates multiple accounts across social platforms. Mapping accounts across platforms could facilitate various applications in security. Existing methods usually focus on profile and network based features. In this paper, we concentrate on capturing dynamic information of social users and present a deep dynamic user mapping model to identify the accounts across platforms. The proposed model captures dynamic latent features from three aspects including posting pattern, writing pattern, and emotional fluctuation. We also develop a matching network that fuses dynamic and traditional features to identify accounts. To the best knowledge of ourselves, this is the first trial that applies deep neural network in mapping users with dynamic information. Experiments on real world dataset demonstrated the effectiveness of the proposed method.

Indexed ByEI
Language英语
Document Type会议论文
Identifierhttp://ir.ia.ac.cn/handle/173211/23707
Collection复杂系统管理与控制国家重点实验室_互联网大数据与信息安全
Affiliation1.The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences
2.University of Chinese Academy of Sciences
3.Shenzhen Artificial Intelligence and Data Science Institute (Longhua)
4.Huazhong University of Science and Technology
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Chiyu Cai,Linjing Li,Weiyun Chen,et al. Capturing Deep Dynamic Information for Mapping Users across Social Networks[C],2019.
Files in This Item: Download All
File Name/Size DocType Version Access License
Capturing Deep Dynam(330KB)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
[Chiyu Cai]'s Articles
[Linjing Li]'s Articles
[Weiyun Chen]'s Articles
Baidu academic
Similar articles in Baidu academic
[Chiyu Cai]'s Articles
[Linjing Li]'s Articles
[Weiyun Chen]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Chiyu Cai]'s Articles
[Linjing Li]'s Articles
[Weiyun Chen]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Capturing Deep Dynamic Information for Mapping Users across Social Networks.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

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