Information and complexity in statistical modeling
eBook Title for Download :Information and complexity in statistical modeling (Format : pdf , Language : English)
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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.
Author(s) Book :Jorma Rissanen
Publish Year :2010 Publisher : Springer
You can check by ISBN10/ISBN13 : 1441922679/9781441922670
Pages :145
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