Bayesian Networks and Decision Graphs

Bayesian Networks and Decision Graphs (second edition)

http://bndg.cs.aau.dk/

一本不错的概率图模型的书，网站内有每个网络模型以及测试数据。

Contents
1 Prerequisites on Probability Theory 1
Part I Probabilistic Graphical Models
2 Causal and Bayesian Networks 23
3 Building Models 51
4 Belief Updating in Bayesian Networks 109
5 Analysis Tools for Bayesian Networks 167
6 Parameter Estimation 195
7 Learning the Structure of Bayesian Networks 229
8 Bayesian Networks as Classifiers 265
Part II Decision Graphs
9 Graphical Languages for Specification of Decision Problems 279
10 Solution Methods for Decision Graphs 343
11 Methods for Analyzing Decision Problems 407