Machine Learning: A Bayesian and Optimization Perspective

by Sergios Theodoridis

This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches -which are based on optimization techniques - together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models.The book presents the major machine learning methods as they have been developed in different disciplines, such as statistics, statistical and adaptive signal...

• Format: Hardcover
• Language: English
• ISBN: 0128015225
• ISBN13: 9780128015223
• Release Date: April 2015
• Publisher: Academic Press
• Length: 1062 Pages
• Weight: 5.20 lbs.
• Dimensions: 2.0" x 7.6" x 9.3"