Information and Complexity in Statistical Modeling

Information and Complexity in Statistical Modeling pdf epub mobi txt 电子书 下载 2025

出版者:Springer Verlag
作者:Rissanen, Jorma
出品人:
页数:150
译者:
出版时间:2007-1
价格:$ 101.69
装帧:HRD
isbn号码:9780387366104
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No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested classes of probability models. The intuitive and fundamental concepts of complexity, learnable information, and noise are formalized, which provides a firm information theoretic foundation for statistical modeling. Although the prerequisites include only basic probability calculus and statistics, a moderate level of mathematical proficiency would be beneficial.

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