Practical side-channel based model extraction attack on tree-based machine learning algorithm

• Main Authors: Jap, Dirmanto, Yli-Mäyry, Ville, Ito, Akira, Ueno, Rei, Bhasin, Shivam, Homma, Naofumi
• Other Authors: Applied Cryptography and Network Security Workshops. ACNS 2020
• Format: Conference or Workshop Item
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies; Hardware Security; Machine Learning
• Online Access: https://hdl.handle.net/10356/147420
• Institution: Nanyang Technological University

Machine learning algorithms have been widely applied to solve various type of problems and applications. Among those, decision tree based algorithms have been considered for small Internet-of-Things (IoT) implementation, due to their simplicity. It has been shown in a recent publication, that Bonsai...