Differential privacy and membership inference attacks

• Main Author: Ong, Ting Yu
• Other Authors: Wang Huaxiong
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Science::Mathematics::Applied mathematics
• Online Access: https://hdl.handle.net/10356/166457
• Institution: Nanyang Technological University

The growing use of machine learning on various datasets results in privacy concerns about records of the data being leaked. Membership inference is a type of attack that identifies the members of the training dataset. The research studies a privacy-preserving mechanism, differential privacy, to miti...