- Shopping Bag ( 0 items )
Other sellers (Hardcover)
-
All (4) from $65.00
-
Used (4) from $65.00
As the power of Bayesian techniques has become more fully realized, the field of artificial intelligence has embraced Bayesian methodology and integrated it to the point where an introduction to Bayesian techniques is now a core course in many computer science programs. Unlike other books on the subject, Bayesian Artificial Intelligence keeps mathematical detail to a minimum and covers a broad range of topics. The authors integrate all of Bayesian net technology and learning Bayesian net technology and apply them both to knowledge engineering. They emphasize understanding and intuition but also provide the algorithms and technical background needed for applications. Software, exercises, and solutions are available on the authors’ website.
| Pt. I | Probabilistic Reasoning | 1 |
| Ch. 1 | Bayesian Reasoning | 3 |
| Ch. 2 | Introducing Bayesian Networks | 29 |
| Ch. 3 | Inference in Bayesian Networks | 53 |
| Ch. 4 | Decision Networks | 89 |
| Ch. 5 | Applications of Bayesian Networks | 117 |
| Pt. II | Learning Causal Models | 147 |
| Ch. 6 | Learning Linear Causal Models | 151 |
| Ch. 7 | Learning Probabilities | 175 |
| Ch. 8 | Learning Discrete Causal Structure | 197 |
| Pt. III | Knowledge Engineering | 221 |
| Ch. 9 | Knowledge Engineering with Bayesian Networks | 225 |
| Ch. 10 | Evaluation | 263 |
| Ch. 11 | KEBN Case Studies | 287 |
| App. A: Notation | 315 | |
| App. B: Software Packages | 317 | |
| References | 333 | |
| Index | 355 |
Overview
As the power of Bayesian techniques has become more fully realized, the field of artificial intelligence has embraced Bayesian methodology and integrated it to the point where an introduction to Bayesian techniques is now a core course in many computer science programs. Unlike other books on the subject, Bayesian Artificial Intelligence keeps mathematical detail to a minimum and covers a broad range of topics. The authors integrate all of Bayesian net technology and learning Bayesian net technology and apply them...