Information Theory and Statistics.A Tutorial.Now.2004

raowy2009

特殊说明：这本书费了特别大的劲找到了，对信息论感兴趣的人对作者不会陌生，珍惜和善待好书的方法就是让更多的人去读它

书名：Information Theory and Statistics: A Tutorial
作者：Imre Csiszar, Paul C. Shields
出版：NOW Publisher Inc. 2004
长度：122页

1 Preliminaries 3

2 Large deviations, hypothesis testing 11

2.1 Large deviations via types 11
2.2 Hypothesis testing 16

3 I-projections 23

4 f-Divergence and contingency tables 31

5 Iterative algorithms 43

5.1 Iterative scaling 43
5.2 Alternating divergence minimization 47
5.3 The EM algorithm 55

6 Universal coding 59

6.1 Redundancy 60
6.2 Universal codes for certain classes of processes 65

7 Redundancy bounds 77

7.1 I-radius and channel capacity 78
7.2 Optimality results 85

8 Redundancy and the MDL principle 91

8.1 Codes with sublinear redundancy growth 92
8.2 The minimum description length principle 98

A Summary of process concepts 107

References 113

WXY650713

好书，谢谢分享。

三克油

NOW系列的是不是都挺不错的啊，呵呵

tmchrry

谢谢，学习一下

eefish

thanks!

matrix_er

确实是好书,一定要看

thaiqi

顶~~~

sunecho

谢谢楼上的兄弟伙！