Federated Learning

by Yang Liu, Qiang Yang, Yong Cheng, et al.

How is it possible to allow multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private?

Traditional machine learning approaches need to combine all data at one location, typically a data center, which may very well violate the laws on user privacy and data confidentiality. Today, many parts of the world demand that technology companies treat user data carefully...

• Format: Hardcover
• Language: English
• ISBN: 1681736993
• ISBN13: 9781681736990
• Release Date: December 2019
• Publisher: Morgan & Claypool
• Length: 207 Pages
• Weight: 1.27 lbs.
• Dimensions: 0.5" x 7.5" x 9.3"