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Title: :  A Hybrid Approach for privacy preserving using randomization for data mining
PaperId: :  2201
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 3 2016
DUI:    16.0415/IJARIIE-2201
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Halak P. PatelParul institute of Technology, Vadodara, Gujarat, India
Warish D. PatelParul institute of Technology, Vadodara, Gujarat, India

Abstract

Computer science and engineering
Data Mining, Privacy preserving, k-anonymity, artificial neural network.
Many organizations large amount of data are collected. These data are further used by the organizations for the analysis purposes which help gaining useful knowledge. The data collected may contain private or sensitive information which should be protected. Privacy protection is an important issue if we release data for the mining or sharing purpose. Our technique protects the sensitive data with less information loss which increase data usability and also prevent the sensitive data for various types of attack. Data can also be reconstructed using our proposed technique. A novel hybrid method to achieve k-support anonymity based on statistical observations on the datasets. Our comprehensive experiments on real as well as synthetic datasets show that our techniques are effective and provide moderate privacy. A hybrid approach for used to improved security and accuracy to private data. Our novel hybrid approach towards privacy preserving k-anonymity and artificial neural network techniques are effective, scalable and no information loss.

Citations

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IJARIIE Halak P. Patel, and Warish D. Patel. "A Hybrid Approach for privacy preserving using randomization for data mining" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 3 2016 Page 562-567
MLA Halak P. Patel, and Warish D. Patel. "A Hybrid Approach for privacy preserving using randomization for data mining." International Journal Of Advance Research And Innovative Ideas In Education 2.3(2016) : 562-567.
APA Halak P. Patel, & Warish D. Patel. (2016). A Hybrid Approach for privacy preserving using randomization for data mining. International Journal Of Advance Research And Innovative Ideas In Education, 2(3), 562-567.
Chicago Halak P. Patel, and Warish D. Patel. "A Hybrid Approach for privacy preserving using randomization for data mining." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 3 (2016) : 562-567.
Oxford Halak P. Patel, and Warish D. Patel. 'A Hybrid Approach for privacy preserving using randomization for data mining', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, 2016, p. 562-567. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Hybrid_Approach_for_privacy_preserving__using_randomization_for_data_mining_ijariie2201.pdf (Accessed : ).
Harvard Halak P. Patel, and Warish D. Patel. (2016) 'A Hybrid Approach for privacy preserving using randomization for data mining', International Journal Of Advance Research And Innovative Ideas In Education, 2(3), pp. 562-567IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Hybrid_Approach_for_privacy_preserving__using_randomization_for_data_mining_ijariie2201.pdf (Accessed : )
IEEE Halak P. Patel, and Warish D. Patel, "A Hybrid Approach for privacy preserving using randomization for data mining," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, pp. 562-567, May-Jun 2016. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Hybrid_Approach_for_privacy_preserving__using_randomization_for_data_mining_ijariie2201.pdf [Accessed : ].
Turabian Halak P. Patel, and Warish D. Patel. "A Hybrid Approach for privacy preserving using randomization for data mining." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 3 ().
Vancouver Halak P. Patel, and Warish D. Patel. A Hybrid Approach for privacy preserving using randomization for data mining. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : ]; 2(3) : 562-567. Available from: https://ijariie.com/AdminUploadPdf/A_Hybrid_Approach_for_privacy_preserving__using_randomization_for_data_mining_ijariie2201.pdf
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