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Privacy-Preserving Deep Learning: A Comprehensive Survey

Privacy-Preserving Deep Learning: A Comprehensive Survey

Paperback

Series: Springerbriefs on Cyber Security Systems and Networks

General ComputersComputer Security

ISBN10: 9811637636
ISBN13: 9789811637636
Publisher: Springer Nature
Published: Jul 23 2021
Pages: 74
Weight: 0.30
Height: 0.19 Width: 6.14 Depth: 9.21
Language: English
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.

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Computer Security