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

المؤلفون المشاركون

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

المصدر

Security and Communication Networks

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-14، 14ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-10-16

دولة النشر

مصر

عدد الصفحات

14

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1210390