Differential privacy and membership inference attacks

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...

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