Toward highly secure yet efficient KNN classification scheme on outsourced cloud data

• Main Authors: LIU, Lin, SU, Jinshu, LIU, Ximeng, CHEN, Rongmao, HUANG, Kai, DENG, Robert H., WANG, Xiaofeng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/4672; https://doi.org/10.1109/JIOT.2019.2932444
• Institution: Singapore Management University

Nowadays, outsourcing data and machine learning tasks, e.g., $k$ -nearest neighbor (KNN) classification, to clouds has become a scalable and cost-effective way for large scale data storage, management, and processing. However, data security and privacy issue have been a serious concern in outsourcin...