Advances in Domain Adaptation Theory

by Younes Bennani, Marc Sebban, Redko Levgen, et al.

Advances in Domain Adaptation Theory gives current, state-of-the-art results on transfer learning, with a particular focus placed on domain adaptation from a theoretical point-of-view. The book begins with a brief overview of the most popular concepts used to provide generalization guarantees, including sections on Vapnik-Chervonenkis (VC), Rademacher, PAC-Bayesian, Robustness and Stability based bounds. In addition, the book explains domain...

• Format: Hardcover
• Language: English
• ISBN: 178548236X
• ISBN13: 9781785482366
• Release Date: August 2019
• Publisher: Iste Press - Elsevier
• Length: 208 Pages
• Weight: 0.99 lbs.
• Dimensions: 0.5" x 6.0" x 9.0"