Privacy-preserving logistic regression outsourcing in cloud computing. (1st January 2013)
- Record Type:
- Journal Article
- Title:
- Privacy-preserving logistic regression outsourcing in cloud computing. (1st January 2013)
- Main Title:
- Privacy-preserving logistic regression outsourcing in cloud computing
- Authors:
- Zhu, Xu Dong
Li, Hui
Li, Feng Hua - Abstract:
- Cloud computing enables customers with limited computational resources an economically promising paradigm of computation outsourcing. However, how to protect customers' confidential data that is processed and generated during the computation is becoming a major security concern. To mitigate this problem, in this paper, we present a secure outsourcing mechanism for training and evaluating large-scale logistic regression classifier in cloud. Our mechanism enables a customer to securely harness the cloud, while keeping both the sensitive input and output of the computation private. Thorough security analysis and prototype experiments on Amazon EC2 demonstrate the validity and practicality of our proposed design.
- Is Part Of:
- International journal of grid and utility computing. Volume 4:Number 2/3(2013)
- Journal:
- International journal of grid and utility computing
- Issue:
- Volume 4:Number 2/3(2013)
- Issue Display:
- Volume 4, Issue 2/3 (2013)
- Year:
- 2013
- Volume:
- 4
- Issue:
- 2/3
- Issue Sort Value:
- 2013-0004-NaN-0000
- Page Start:
- 144
- Page End:
- 150
- Publication Date:
- 2013-01-01
- Subjects:
- cloud computing -- computation outsourcing -- logistic regression -- privacy preserving
Electronic data processing -- Distributed processing -- Periodicals
Electronic commerce -- Management -- Computer programs -- Periodicals
004.605 - Journal URLs:
- http://www.inderscience.com/ ↗
http://www.inderscience.com/jhome.php?jcode=ijguc ↗ - Languages:
- English
- ISSNs:
- 1741-847X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 8674.xml