Privacy-preserving distributed statistical computation to a semi-honest multi-cloud

2015 IEEE Conference on Communications and NetworkSecurity, CNS 2015

Volumn , Issue , 2015, Pages 506-514

  Calvino, Aida ^a   Ricci, Sara ^a   Domingo Ferrer, Josep ^a  

^a UNIVERSITAT ROVIRA I VIRGILI   (Spain)

Author keywords

cloud computing; covariance matrix; data splitting; Privacy; scalar product

Indexed keywords

CLOUD COMPUTING; COVARIANCE MATRIX; NETWORK SECURITY;

DATA SPLITTING; MULTI-CLOUDS; PRIVACY PRESERVING; PROBLEM OF PRIVACY; PROCESSING POWER; SCALAR PRODUCT; STATISTICAL COMPUTATIONS; STATISTICAL COMPUTING;

DATA PRIVACY;

EID: 84966415357     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CNS.2015.7346863     Document Type: Conference Paper

References (18)

1. "CLARUS- A Framework for User Centred Privacy and Security in the Cloud, " http://www. clarussecure. eu.
2. D. Sánchez and J. Domingo-Ferrer, "CLARUS- A Framework for User Centred Privacy and Security in the Cloud, " in Position paper at Cloudscape VII, 2015.
3. G. Trouessin, "Traitements fiables de données confidentielles par fragmentation-redondance-dissémination, " Ph. D. dissertation, Université de Toulouse 3, 1991.
4. A. Dubovitskaya, V. Urovi, M. Vasirani, K. Aberer, and M. Schumacher, "A cloud-based ehealth architecture for privacy preserving data integration, " in ICT Systems Security and Privacy Protection. Springer, 2015, pp. 585-598.
5. G. Weiss, "Data mining in the real world: Experiences, challenges, and recommendations. " in DMIN, 2009, pp. 124-130.
6. Q. Yang and X. Wu, "10 challenging problems in data mining research, " International Journal of Information Technology & Decision Making, vol. 5, no. 04, pp. 597-604, 2006.
7. G. Aggarwal, M. Bawa, P. Ganesan, H. Garcia-Molina, K. Kenthapadi, R. Motwani, U. Srivastava, D. Thomas, and Y. Xu, "Two can keep a secret: A distributed architecture for secure database services, " in CIDR 2005, 2005, pp. 186-199.
8. V. Ganapathy, D. Thomas, T. Feder, H. Garcia-Molina, and R. Motwani, "Distributing data for secure database services, " Transactions on Data Privacy, vol. 5, no. 1, pp. 253-272, 2012.
9. V. Ciriani, S. De Capitani di Vimercati, S. Foresti, S. Jajodia, S. Paraboschi, and P. Samarati, "Fragmentation and encryption to enforce privacy in data storage, " in Computer Security ESORICS 2007, ser. Lecture Notes in Computer Science, J. Biskup and J. López, Eds. Springer Berlin Heidelberg, 2007, vol. 4734, pp. 171-186.
10. S. De Capitani di Vimercati, S. Foresti, S. Jajodia, S. Paraboschi, and P. Samarati, "Fragments and loose associations: Respecting privacy in data publishing, " Proc. VLDB Endow., vol. 3, no. 1-2, pp. 1370-1381, Sep. 2010.
11. S. De Capitani di Vimercati, R. Erbacher, S. Foresti, S. Jajodia, G. Livraga, and P. Samarati, "Encryption and fragmentation for data confidentiality in the cloud, " in Foundations of Security Analysis and Design VII, ser. Lecture Notes in Computer Science, A. Aldini, J. Lopez, and F. Martinelli, Eds. Springer International Publishing, 2014, vol. 8604, pp. 212-243.
12. B. Goethals, S. Laur, H. Lipmaa, and T. Mielikäinen, "On private scalar product computation for privacy-preserving data mining, " in Information Security and Cryptology-ICISC 2004, ser. Lecture Notes in Computer Science, C. Park and S. Chee, Eds. Springer Berlin Heidelberg, 2005, vol. 3506, pp. 104-120.
13. C. Clifton, M. Kantarcioglu, J. Vaidya, X. Lin, and M. Zhu, "Tools for privacy preserving distributed data mining, " ACM SiGKDD Explorations Newsletter, vol. 4, no. 2, pp. 28-34, 2002.
14. A. Karr, X. Lin, A. Sanil, and J. Reiter, "Privacy-preserving analysis of vertically partitioned data using secure matrix products, " Journal of Official Statistics, vol. 25, no. 1, p. 125, 2009.
15. W. Du, Y. Han, and S. Chen, "Privacy-preserving multivariate statistical analysis: Linear regression and classification. " in SDM, vol. 4. SIAM, 2004, pp. 222-233.
16. Y. Chiang, D. Wang, C. Liau, and T. Hsu, "Secrecy of twoparty secure computation, " in Data and Applications Security XIX. Springer, 2005, pp. 114-123.
17. I. Ioannidis, A. Grama, and M. Atallah, "A secure protocol for computing dot-products in clustered and distributed environments, " in Proceedings of the International Conference on Parallel Processing. IEEE, 2002, pp. 379-384.
18. C. Shannon, "Communication theory of secrecy systems. " in Bell System Technical Journal, 1949, vol. 28, pp. 656-715.