Probabilistic Graphical Models: Principles and Techniques

by Daphne Koller, N. Friedman, Nir Friedman

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions.

Most tasks require a person or an automated system to reason--to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable...

• Format: Hardcover
• Language: English
• ISBN: B007YXTT12
• ISBN13: 9780262013192
• Release Date: July 2009
• Publisher: MIT Press
• Length: 1270 Pages
• Weight: 4.80 lbs.
• Dimensions: 2.0" x 8.2" x 9.2"
• Age Range: 18 years and up
• Grade Range: Postsecondary and higher