资源说明:Bayesian Artificial Intelligence (2nd Edition)
English Edition, 2010
Authors: Kevin B. Korb, Ann E. Nicholson
Brief Contents:
I PROBABILISTIC REASONING
1 Bayesian Reasoning
2 Introducing Bayesian Networks
3 Inference in Bayesian Networks
4 Decision Networks
5 Applications of Bayesian Networks
II LEARNING CAUSAL MODELS
6 Learning Probabilities
7 Bayesian Network Classifiers
8 Learning Linear Causal Models
9 Learning Discrete Causal Structure
III KNOWLEDGE ENGINEERING
10 Knowledge Engineering with Bayesian Networks
11 KEBN Case Studies
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