Probabilistic Graphical Models: Principles and Techniques (Adaptive Computation and Machine Learning)
- ISBN 10: 0262013193
- ISBN 13: 9780262013192
- Authors: Daphne Koller - Nir Friedman
- Edition: Hardcover
- Release: 2009-08-31
- Format: Hardcover (1208 pages)
- List Price: $95.00
- Tags: Computers & Internet, General, Computer Science, Artificial Intelligence, General AAS, Professional & Technical
Featured Bookstore
-
Used
$121.30
New
$96.56
Book Description: 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 models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality. Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs. Adaptive Computation and Machine Learning series
| Summary of Lowest Prices | Sort By: Price Condition | ||||||
|---|---|---|---|---|---|---|---|
| Seller | Condition | Price | Shipping | Details | Total |
||
 |
Rental |
$64.99 | $5.49 | Details | $70.48 | View All Rental |
|
 |
Used |
$68.13 | $3.50 | Details | $71.63 | View All Used |
|
 |
New |
$76.00 | Free | Details | $76.00 | View All New |
|
| Used Books | ||||||
|---|---|---|---|---|---|---|
| Seller | Price | Shipping | Details | Availability | Total | |
| |
$68.13 | $3.50 | Details | Ships 2-3 days | $71.63 |
|
 |
$68.13 | $3.50 | Details | Ships 2-3 days | $71.63 |
|
 |
$68.13 | $3.89 | Details | Ready to ship | $72.02 |
|
 |
$68.13 | $3.99 | Details | Ships 2-3 days | $72.12 |
|
 |
$68.13 | $3.99 | Details | Ready to ship | $72.12 |
|
 |
$79.21 | $3.96 | Details | Ships 2-3 days | $83.17 |
|
 |
$94.76 | Free | Details | Ships 2-3 days | $94.76 |
|
 |
$113.99 | $3.99 | Details | Ships 2-3 days | $117.98 |
|
 |
$121.30 | $3.49 | Details | Ships 2-3 days | $124.79 |
|
 |
$157.73 | $3.65 | Details | Ships 3 Days or More | $161.38 |
|
| New Books | ||||||
|---|---|---|---|---|---|---|
| Seller | Price | Shipping | Details | Availability | Total | |
| |
$76.00 | Free | Details | Ready to ship | $76.00 |
|
 |
$76.00 | Free | Details | Ready to ship | $76.00 |
|
| |
$76.00 | Free | Details | Ready to ship | $76.00 |
|
 |
$90.77 | Free | Details | Ships 3 Days or More | $90.77 |
|
 |
$92.63 | Free | Details | Ships 3 Days or More | $92.63 |
|
| |
$95.00 | $3.65 | Details | Ships 3 Days or More | $98.65 |
|
| |
$96.56 | $3.49 | Details | Ships 2-3 days | $100.05 |
|
 |
$101.48 | Free | Details | Ready to ship | $101.48 |
|
 |
$101.50 | Free | Details | Ships 2-3 days | $101.50 |
|
| |
$107.99 | Free | Details | In Stock | $107.99 |
|
 |
$108.15 | $0.99 | Details | Ready to ship | $109.14 |
|
| |
$107.95 | $3.99 | Details | Ships 3 Days or More | $111.94 |
|
| |
$109.40 | $3.99 | Details | Ships 2-3 days | $113.39 |
|
 |
$114.95 | $3.97 | Details | Ships 3 Days or More | $118.92 |
|
| |
$115.10 | $3.99 | Details | Ships 2-3 days | $119.09 |
|
| |
$121.95 | $3.50 | Details | Ships 2-3 days | $125.45 |
|
| See 6 More New Titles >> | ||||||
Book Rental  |
||||||
|---|---|---|---|---|---|---|
| Seller | Price | Shipping | Details | Availability | Total | |
| |
$64.99 | $5.49 | Details | Ready to ship | $70.48 |
|
Content Copyright © 1999-2009 Terms and Conditions of Use, Security and Privacy Policy | Resources: 1 2 3 | Site Map
