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Title: :  k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data
PaperId: :  3671
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 1 2017
DUI:    16.0415/IJARIIE-3671
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
GOPIREDDY GOPALREDDYANURAG GROUP OF INSTITUTIONS
ASST PROF JAYENDRA KUMARANURAG GROUP OF INSTITUTIONS

Abstract

COMPUTER SCIENCE
Security, k-NN classifier, outsourced databases, encryption
Data Mining has wide applications in many areas such as banking, medicine, scientific research and among government agencies. Classification is one of the commonly used tasks in data mining applications. For the past decade, due to the rise of various privacy issues, many theoretical and practical solutions to the classification problem have been proposed under different security models. However, with the recent popularity of cloud computing, users now have the opportunity to outsource their data, in encrypted form, as well as the data mining tasks to the cloud. Since the data on the cloud is in encrypted form, existing privacy-preserving classification techniques are not applicable. In this paper, we focus on solving the classification problem over encrypted data. In particular, we propose a secure k-NN classifier over encrypted data in the cloud. The proposed protocol protects the confidentiality of data, privacy of user’s input query, and hides the data access patterns. To the best of our knowledge, our work is the first to develop a secure k-NN classifier over encrypted data under the semi-honest model. Also, we empirically analyze the efficiency of our proposed protocol using a real-world dataset under different parameter settings.

Citations

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IJARIIE GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. "k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 1 2017 Page 1268-1272
MLA GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. "k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data." International Journal Of Advance Research And Innovative Ideas In Education 3.1(2017) : 1268-1272.
APA GOPIREDDY GOPALREDDY, & ASST PROF JAYENDRA KUMAR. (2017). k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data. International Journal Of Advance Research And Innovative Ideas In Education, 3(1), 1268-1272.
Chicago GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. "k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 1 (2017) : 1268-1272.
Oxford GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. 'k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, 2017, p. 1268-1272. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/k_Nearest_Neighbor_Classification_over_Semantically_Secure_Encrypted_Relational_Data_ijariie3671.pdf (Accessed : 10 September 2024).
Harvard GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. (2017) 'k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data', International Journal Of Advance Research And Innovative Ideas In Education, 3(1), pp. 1268-1272IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/k_Nearest_Neighbor_Classification_over_Semantically_Secure_Encrypted_Relational_Data_ijariie3671.pdf (Accessed : 10 September 2024)
IEEE GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR, "k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, pp. 1268-1272, Jan-Feb 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/k_Nearest_Neighbor_Classification_over_Semantically_Secure_Encrypted_Relational_Data_ijariie3671.pdf [Accessed : 10 September 2024].
Turabian GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. "k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 1 (10 September 2024).
Vancouver GOPIREDDY GOPALREDDY, and ASST PROF JAYENDRA KUMAR. k-Nearest Neighbor Classification over Semantically Secure Encrypted Relational Data. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 10 September 2024]; 3(1) : 1268-1272. Available from: http://ijariie.com/AdminUploadPdf/k_Nearest_Neighbor_Classification_over_Semantically_Secure_Encrypted_Relational_Data_ijariie3671.pdf
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