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An Introduction to Modern
Statistical Learning
Preface
1
Introduction
I
Representation and Inference
2
Exponential Families
3
Directed Generative Models
4
Undirected Generative Models
4.1
Undirected graphical models
4.2
The exponential-family harmonium
4.3
The Helmholtz machine
4.4
Recurrent EFHs
4.4.1
The recurrent temporal RBM
4.4.2
The recurrent EFH
5
General Algorithms for Exact Inference
II
Learning
III
Appendices
4.4
Recurrent EFHs
4.4.1
The recurrent temporal RBM
4.4.2
The recurrent EFH