Privacy-Preserving Deep Learning: A Comprehensive Survey

by Harry Chandra Tanuwidjaja and Kwangjo Kim

Introduction.- Definition and Classification.- Background Knowledge.- X-based Hybrid PPDL.- The Gap Between Theory and Application of X-based PPDL.- Federated Learning and Split Learning-based PPDL.- Analysis and Performance Comparison.- Attacks on DL and PPDL as the Possible Solutions.- Challenges and Future Work.

• Format: Paperback
• Language: English
• ISBN: 9811637636
• ISBN13: 9789811637636
• Release Date: July 2021
• Publisher: Springer
• Length: 74 Pages
• Weight: 0.30 lbs.
• Dimensions: 0.2" x 6.1" x 9.2"