Research on Privacy Disclosure Detection Method in Social Networks Based on Multi-Dimensional Deep Learning

Yabin Xu; Xuyang Meng; Yangyang Li; Xiaowei Xu

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Research on Privacy Disclosure Detection Method in Social Networks Based on Multi-Dimensional Deep Learning

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摘要

In order to effectively detect the privacy that may be leaked through social networks and avoid unnecessary harm to users,this paper takes microblog as the research object to study the detection of privacy disclosure in social networks.First,we perform fast privacy leak detection on the currently published text based on the fastText model.In the case that the text to be published contains certain private information,we fully consider the aggregation effect of the private information leaked by different channels,and establish a convolution neural network model based on multi-dimensional features(MF-CNN)to detect privacy disclosure comprehensively and accurately.The experimental results show that the proposed method has a higher accuracy of privacy disclosure detection and can meet the real-time requirements of detection.

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来源
《计算机、材料和连续体（英文）》 |2020年第1期|137-155|共19页
作者
Yabin Xu; Xuyang Meng; Yangyang Li; Xiaowei Xu;
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作者单位

School of Computer;

Beijing Information Science&Technology University;

Beijing;

100101;

China;

Beijing Key Laboratory of Internet Culture and Digital Dissemination Research;

Beijing;

100101;

China;

Innovation Center;

China Academy of Electronics and Information Technology;

Beijing;

100041;

China;

Department of Information Science;

University of Arkansas at Little Rock;

Little Rock;

72204;

USA;

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原文格式 PDF
正文语种 chi
中图分类计算技术、计算机技术;
关键词
Social networks; privacy disclosure detection; multi-dimensional features; text classification; convolutional neural network;

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3. Social networks intrusion behavior prediction and trend analysis of attacks based on threat model [C] . Dong Ma ,Yongjun Wang ,Zhenlong Fu . 第三届全国社会计算会议、平行控制会议、平行管理会议 . 2011
4. Using Deep Learning Networks for Face Spoofing Detection against Two Types of Attacks [A] . Reinhard James Roring . 2019

Research on Privacy Disclosure Detection Method in Social Networks Based on Multi-Dimensional Deep Learning

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