A Bitwise Design and Implementation for Privacy-Preserving Data Mining: From Atomic Operations to Advanced Algorithms

Joint Authors

Yoon, Ji Won
Song, Baek Kyung
Yoo, Joon Soo
Hong, Miyeon

Source

Security and Communication Networks

Issue

Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-14, 14 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2019-10-16

Country of Publication

Egypt

No. of Pages

14

Main Subjects

Information Technology and Computer Science

Abstract EN

Homomorphic encryption (HE) is considered as one of the most powerful solutions to securely protect clients’ data from malicious users and even severs in the cloud computing.

However, though it is known that HE can protect the data in theory, it has not been well utilized because many operations of HE are too slow, especially multiplication.

In addition, existing data mining research studies using encrypted data focus on implementing only specific algorithms without addressing the fundamental problem of HE.

In this paper, we propose a fundamental design and implementation of data mining algorithm through logical gates.

In order to do this, we design various logic of atomic operations in encrypted domain and finally apply these logic to well-known data mining algorithms.

We also analyze the execution time of atomic and advanced algorithms.

American Psychological Association (APA)

Song, Baek Kyung& Yoo, Joon Soo& Hong, Miyeon& Yoon, Ji Won. 2019. A Bitwise Design and Implementation for Privacy-Preserving Data Mining: From Atomic Operations to Advanced Algorithms. Security and Communication Networks،Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1210390

Modern Language Association (MLA)

Song, Baek Kyung…[et al.]. A Bitwise Design and Implementation for Privacy-Preserving Data Mining: From Atomic Operations to Advanced Algorithms. Security and Communication Networks No. 2019 (2019), pp.1-14.
https://search.emarefa.net/detail/BIM-1210390

American Medical Association (AMA)

Song, Baek Kyung& Yoo, Joon Soo& Hong, Miyeon& Yoon, Ji Won. A Bitwise Design and Implementation for Privacy-Preserving Data Mining: From Atomic Operations to Advanced Algorithms. Security and Communication Networks. 2019. Vol. 2019, no. 2019, pp.1-14.
https://search.emarefa.net/detail/BIM-1210390

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1210390