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Book Categories |
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 |
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