Differential Privacy under Continual Observation

doi:10.13328/j.cnki.jos.006042

微信服务号

微信订阅号

2025-4-13- 3

Home > Archive>Volume 31, Issue 6, 2020 >1761-1785. DOI:10.13328/j.cnki.jos.006042

PDF HTML XML Export Cite reminder

Differential Privacy under Continual Observation
DOI:
                        10.13328/j.cnki.jos.006042
                    
Author:
                        LIANG Wen-JuanLIANG Wen-Juan
Key Laboratory of Data Engineering and Knowledge of the Ministry of Education (Renmin University of China), Beijing 100872, China;School of Information, Renmin University of China, Beijing 100872, China;School of Computer and Information Engineering, Henan University, Kaifeng 475001, China
Find this author on CNKI
Find this author on BaiDu
Search for this author on this site
CHEN HongCHEN Hong
Key Laboratory of Data Engineering and Knowledge of the Ministry of Education (Renmin University of China), Beijing 100872, China;School of Information, Renmin University of China, Beijing 100872, China
Find this author on CNKI
Find this author on BaiDu
Search for this author on this site
WU Yun-ChengWU Yun-Cheng
Key Laboratory of Data Engineering and Knowledge of the Ministry of Education (Renmin University of China), Beijing 100872, China;School of Information, Renmin University of China, Beijing 100872, China
Find this author on CNKI
Find this author on BaiDu
Search for this author on this site
ZHAO DanZHAO Dan
Key Laboratory of Data Engineering and Knowledge of the Ministry of Education (Renmin University of China), Beijing 100872, China;School of Information, Renmin University of China, Beijing 100872, China
Find this author on CNKI
Find this author on BaiDu
Search for this author on this site
LI Cui-PingLI Cui-Ping
Key Laboratory of Data Engineering and Knowledge of the Ministry of Education (Renmin University of China), Beijing 100872, China;School of Information, Renmin University of China, Beijing 100872, China
Find this author on CNKI
Find this author on BaiDu
Search for this author on this site

                    
Affiliation:
Clc Number:
Fund Project:National Natural Science Foundation of China (61532021, 61772537, 61772536, 61702522)

Article

Figures

Metrics

Reference

Cited by

Materials

Comments

Abstract:

With the development of information technologies and Internet of things (IoT) technologies,there are more and more scenarios under continual monitoring, such as transportation monitoring, disease monitoring, smart infrastructure etc. In these scenarios, how to protect the privacy of continuous sharing data is facing major challenges. Differential privacy is arigorous and provable privacy definition. Earlier research on differential privacy has focused on “one-shot” release on a static dataset. However, differential privacy under continual observation focuses on the continuous computationon the dynamic dataset. Now it has become one of the research hotspots. This study surveys the state-of-the-art techniqueson differential privacy under continual observation, and focuses on summarizing existing schemes that provide event-levelprivacy, user-levelprivacy, and w-event privacy. Following a comprehensive comparison and analysis of existing techniques, further research prospectsare put forward.

Key words:differential privacy|continual monitoring|event-level privacy|user-level privacy|w-event privacy

Get Citation

梁文娟,陈红,吴云乘,赵丹,李翠平.持续监控下差分隐私保护.软件学报,2020,31(6):1761-1785

Copy

Article Metrics

Abstract:
PDF:
HTML:
Cited by:

History

Received:July 06,2018
Revised:
Adopted:
Online: April 21,2020
Published: June 06,2020

You are the first2034788Visitors
Copyright: Institute of Software, Chinese Academy of Sciences Beijing ICP No. 05046678-4
Address：4# South Fourth Street, Zhong Guan Cun, Beijing 100190,Postal Code：100190
Phone：010-62562563 Fax：010-62562533 Email：jos@iscas.ac.cn
Technical Support：Beijing Qinyun Technology Development Co., Ltd.

Beijing Public Network Security No. 11040202500063

微信服务号

微信订阅号

Get Citation

Share

微信扫一扫：分享

Article Metrics

History