Privacy Preserving Data Mining

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Acknowledgements

A Privacy-Preserving Framework for Distance-Based Mining

Dongjin Kim, Zhiyuan Chen and Aryya Gangopadhyay, Optimizing Privacy-Accuracy Tradeoff for Privacy Preserving Distance-Based Classification, International Journal of Information Security and Privacy, 2012. 6(2): 16-33.

2011

Madhu Ahluwalia, Aryya Gangopadhyay, Zhiyuan Chen, and Yelena Yesha, Target-Based Privacy Preserving Association Rule Mining, in Proc. of ACM Symposium On Applied Computing (SAC), Taiwan, pp. 960-965, 2011.

Yu Fu, Zhiyuan Chen, A. Gunes Koru, and Aryya Gangopadhyay. A Privacy Protection Technique for Publishing Data Mining Models and Research Data, ACM Transactions on Management Information Systems, 2010.1(1): 1-20.

Shibnath Mukherjee, Aryya Gangopadhyay, and Zhiyuan Chen. A Partial Optimization Approach for Privacy Preserving Frequent Itemset Mining. International Journal of Computational Models and Algorithms in Medicine, 2010. 1(1): p. 19-33. IGI Global, Hershey, PA.
Madhushri Banerjee, Zhiyuan Chen, and Aryya Gangopadhyay, A Utility-Aware and Holistic Approach for Privacy Preserving Distributed Mining with Worst Case Privacy Guarantee, in Proc. of Secure Knowledge Management Workshop, New Brunswick, NJ, October 21-22, 2010.
Somnath Chakrabarti, Zhiyuan Chen, Aryya Gangopadhyay, and Shibnath Mukherjee. Privacy Preserving Linear Discriminant Analysis from Perturbed Data, in Proc. of ACM Symposium on Applied Computing, Sierre, Switzerland, March 22 - March 26, 2010.

Madhu V. Ahluwalia, Aryya Gangopadhyay, and Zhiyuan Chen. Preserving Privacy in Mining Quantitative Association rules, International Journal of Information Security and Privacy, 2009. 3(4): p. 1-17. IGI Global, Hershey, PA.

Yu Fu, Zhiyuan Chen, A. Gunes Koru, and Aryya Gangopadhyay. A Privacy Protection Technique for Publishing Data Mining Models and Supporting Data. The Nineteenth Annual Workshop on Information Technologies and Systems (WITS'09), Phoenix, Arizona, USA, 14-15 December 2009.
Yu Fu, A. Gunes Koru, Zhiyuan Chen, and Khaled El Emam, A Tree-Based Approach to Preserve Privacy of Software Engineering Data and Predictive Models. The International Conference on Predictor Models in Software Engineering, 2009, Vancouver, Canada.

Tamas Gal, Zhiyuan Chen, Aryya Gangopadhyay. A Privacy Protection Model for Patient Data with Multiple Sensitive Attributes. International Journal of Information Security and Privacy. Accepted for publication, April 2008.
Shibnath Mukherjee, Zhiyuan Chen, Aryya Gangopadhyay. A Privacy Preserving Technique for Distance-based Classification with Worst Case Privacy Guarantees. Data & Knowledge Engineering. Accepted for publication, March 2008.

2007

Ahlwalia, M., Chen, Z., Gangopadhyay, A., and Guo, Z. Preserving Privacy in Supply Chain Management: a Challenge for Next Generation Data Mining, presented at the NSF Symposium on next generation data mining, October 2007.

2006

Shibnath Mukherjee, Zhiyuan Chen, Aryya Gangpdadhyay. A Fuzzy Programmng Approach for Data Reduction and Privacy in Distance Based Mining. In International Journal of Information and Computer Security. (In press)
Shibnath Mukherjee, Zhiyuan Chen, Aryya Gangopadhyay. A Privacy Preserving Technique for Euclidean Distance-Based Mining Algorithms Using Fourier-Related Transforms. In VLDB Journal, 15(4): 293-315, 2006.
Bapna, S. and Gangopadhyay, A. A Wavelet-based Approach to Preserve Privacy for Classification Mining, Decision Sciences Journal, 37(4): 623-642, November 2006.
Aryya Gangopadhyay, Madhu Ahluwalia. Preserving Privacy in Mining Association Rules, presented at the Second Secure Knowledge Management Workshop (SKM 2006), Brooklyn, NY, September 28-29, 2006.

2005

Gangopadhyay, A. and Bapna, S. Preserving Privacy in Data Mining Using Wavelets, 3rd Annual Symposium on Information Security in the Knowledge Economy, Tempe, Arizona, September 2005.