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