Graphical Models for Machine Learning and Digital Communication

by Brendan J. Frey

A variety of problems in machine learning and digital communication deal with complex but structured natural or artificial systems. In this book, Brendan Frey uses graphical models as an overarching framework to describe and solve problems of pattern classification, unsupervised learning, data compression, and channel coding. Using probabilistic structures such as Bayesian belief networks and Markov random fields, he is able to describe the relationships...

• Format: Hardcover
• Language: English
• ISBN: 026206202X
• ISBN13: 9780262062022
• Release Date: June 1998
• Publisher: Bradford Book
• Length: 211 Pages
• Weight: 1.10 lbs.
• Dimensions: 0.7" x 6.3" x 9.3"
• Age Range: 18 years and up
• Grade Range: Postsecondary and higher