Securely Outsourcing ID3 Decision Tree in Cloud Computing
Joint Authors
Zhang, En
Wang, Xuan
Wang, Xianmin
Li, Ye
Jiang, Zoe L.
Fang, Junbin
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-10-04
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
With the wide application of Internet of Things (IoT), a huge number of data are collected from IoT networks and are required to be processed, such as data mining.
Although it is popular to outsource storage and computation to cloud, it may invade privacy of participants’ information.
Cryptography-based privacy-preserving data mining has been proposed to protect the privacy of participating parties’ data for this process.
However, it is still an open problem to handle with multiparticipant’s ciphertext computation and analysis.
And these algorithms rely on the semihonest security model which requires all parties to follow the protocol rules.
In this paper, we address the challenge of outsourcing ID3 decision tree algorithm in the malicious model.
Particularly, to securely store and compute private data, the two-participant symmetric homomorphic encryption supporting addition and multiplication is proposed.
To keep from malicious behaviors of cloud computing server, the secure garbled circuits are adopted to propose the privacy-preserving weight average protocol.
Security and performance are analyzed.
American Psychological Association (APA)
Li, Ye& Jiang, Zoe L.& Wang, Xuan& Fang, Junbin& Zhang, En& Wang, Xianmin. 2018. Securely Outsourcing ID3 Decision Tree in Cloud Computing. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1215897
Modern Language Association (MLA)
Li, Ye…[et al.]. Securely Outsourcing ID3 Decision Tree in Cloud Computing. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-10.
https://search.emarefa.net/detail/BIM-1215897
American Medical Association (AMA)
Li, Ye& Jiang, Zoe L.& Wang, Xuan& Fang, Junbin& Zhang, En& Wang, Xianmin. Securely Outsourcing ID3 Decision Tree in Cloud Computing. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-10.
https://search.emarefa.net/detail/BIM-1215897
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1215897