Gaussian Processes for Machine Learning

by Carl Edward Rasmussen, Christopher K. Williams, Christopher K. I. Williams

A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.

Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment...

• Format: Hardcover
• Language: English
• ISBN: 026218253x
• ISBN13: 9780262182539
• Release Date: November 2005
• Publisher: MIT Press
• Length: 272 Pages
• Weight: 1.65 lbs.
• Dimensions: 0.7" x 8.3" x 10.2"
• Age Range: 18 years and up
• Grade Range: Postsecondary and higher