Differentially private deep learning for time series data

• Main Author: Dwitami, Inggriany
• Other Authors: Wang Huaxiong
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Science::Mathematics::Statistics; Science::Mathematics::Discrete mathematics::Cryptography
• Online Access: https://hdl.handle.net/10356/144846
• Institution: Nanyang Technological University

Machine learning applications based on neural networks are becoming increasingly widespread. This condition gives rise to questions regarding the data subjects' privacy, as some of the data sets used may contain sensitive information. To address this, a new concept of privacy was formalized, na...