PRIVACY-PRESERVING DATA COLLECTION AND RECOVERY OF COMPRESSIVE SENSING

被引：0

作者：

Hung, Tsung-Hsuan ^{[1
]}

Hsieh, Sung-Hsien ^{[1
]}

Lu, Chun-Shien ^{[1
]}

机构：

[1] Acad Sinica, Inst Informat Sci, Taipei, Taiwan

来源：

2015 IEEE CHINA SUMMIT & INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING | 2015年

关键词：

Basis pursuit; compressive sensing; convex optimization; encryption; security; SIGNAL RECOVERY;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Energy-efficient data collection and privacy-preserving data recovery have received much attention recently. We propose the first encryption framework for the computation-intensive basis pursuit problem to be securely solved in the cloud with the data being efficiently collected using compressive sensing. We provide security and efficiency analyses to show the effectiveness of our method. Simulations and comparison with state-of-the-art are also conducted.

引用

页码：473 / 477

页数：5

共 14 条

[1] Normalized Iterative Hard Thresholding: Guaranteed Stability and Performance [J].

Blumensath, Thomas ;

Davies, Mike E. .

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2010, 4 (02) :298-309

[2] The restricted isometry property and its implications for compressed sensing [J].

Candes, Emmanuel J. .

COMPTES RENDUS MATHEMATIQUE, 2008, 346 (9-10) :589-592

[3] Near-optimal signal recovery from random projections: Universal encoding strategies? [J].

Candes, Emmanuel J. ;

Tao, Terence .

IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (12) :5406-5425

[4] Compressed sensing [J].

Donoho, DL .

IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306

[5]

Dreier J., 2011, Proceedings of the 2011 IEEE Third International Conference on Privacy, Security, Risk and Trust and IEEE Third International Conference on Social Computing (PASSAT/SocialCom 2011), P916, DOI 10.1109/PASSAT/SocialCom.2011.19

[6] Wireless Sensor Networks for Healthcare [J].

Ko, JeongGil ;

Lu, Chenyang ;

Srivastava, Mani B. ;

Stankovic, John A. ;

Terzis, Andreas ;

Welsh, Matt .

PROCEEDINGS OF THE IEEE, 2010, 98 (11) :1947-1960

[7] SPARSE APPROXIMATE SOLUTIONS TO LINEAR-SYSTEMS [J].

NATARAJAN, BK .

SIAM JOURNAL ON COMPUTING, 1995, 24 (02) :227-234

[8]

Shoaib M., 2011, 2011 IEEE 13th International Conference on e-Health Networking, Applications and Services (Healthcom 2011), P326, DOI 10.1109/HEALTH.2011.6026773

[9]

Shoaib M., 2012, IEEE P CUST INT CIRC, P1

[10] Signal recovery from random measurements via orthogonal matching pursuit [J].

Tropp, Joel A. ;

Gilbert, Anna C. .

IEEE TRANSACTIONS ON INFORMATION THEORY, 2007, 53 (12) :4655-4666

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