MPC-enabled privacy-preserving machine learning

• Main Author: Liu, Ziyao
• Other Authors: Lam Kwok Yan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Data::Data encryption
• Online Access: https://hdl.handle.net/10356/167272
• Institution: Nanyang Technological University

Privacy-Preserving Machine Learning (PPML) has received much attention from the machine learning community, from academic researchers to industry practitioners to government regulators. The construction of PPML systems typically relies on two types of techniques, including (i) pure cryptographic con...