Privacy-preserving Bayesian network parameter learning

WSEAS Transactions on Information Science and Applications

Volumn 3, Issue 1, 2006, Pages 1-6

  Ma, Jianjie ^a   Sivakumar, K ^a  

^a WASHINGTON STATE UNIVERSITY   (United States)

Author keywords

Bayesian network; Distributed heterogeneous databases; Post randomization; Privacy preserving data mining

Indexed keywords

DATA PRIVACY; DISTRIBUTED DATABASE SYSTEMS; PARAMETER ESTIMATION; PROBABILITY DISTRIBUTIONS; RANDOM PROCESSES; STATISTICAL METHODS;

BAYESIAN NETWORK; DISTRIBUTED HETEROGENEOUS DATABASES; POST RANDOMIZATION; PRIVACY-PRESERVING DATA MINING;

DATA MINING;

EID: 30144443762     PISSN: 17900832     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (9)

1. D. Agrawal and C. C. Aggarwal. On the Design and Quantification of Privacy Preserving Data Mining Algorithm, SIGMOD 2001.
2. R. Chen, K. Sivakumar, and H. Kargupta, "Collective Mining of Bayesian Networks from Distributed Heterogeneous Data," Knowledge and Information Systems Journal, viol. 6, 2004.
3. C. Clifton, M. Kantarcioglu, J. Vaidya, X. Lin, and M. Zhu. Tools for Privacy Preserving Distributed Data mining. ACM SIGKDD Explorations, vol. 4(2) 2003.
4. A. Evfimievski, J. Gehrke, and R. Srikant. Limiting privacy breaches in privacy preserving data mining. In proceedings of the ACM SIGMOD/POD Conference, June 2003.
5. J. M. Gouweleeuw, P. Kooiman, L.C.R.J. Willenborg, and P.-P. de Wolf. Post Randomisation for Statistical Disclosure Control: Theory and Implementation. Journal of official Statistics, Vol. 14, 1998.
6. J. Ma and K. Sivakumar, Privacy-Preserving Bayesian Network Learning Using Post Randomization, (in preparation), 2005.
7. D. Meng, K. Sivakumar and H. Kargupta. Privacy-Sensitive Bayesian Network Parameter Learning. In the Fourth IEEE International Conference on Data Mining, 2004.
8. L. Sweeney. k-anonymity: A model for protecting privacy. International Journal on uncertainty, Fuzziness and Knowledge-based Systems, vol. 10(5):5 2002.
9. R. Wright and Z. Yang. Privacy Preserving Bayesian Network Structure Computation on Distributed Heterogeneous Data. Proceedings of the ACM SIGKDD, 2004.