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Statistical and Inductive Inference by Minimum Message Length

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Wallace, C.S. 作者
Springer Verlag
譯者
2005-6 出版日期
448 頁數
$ 168.37 價格
HRD
叢書系列
9780387237954 圖書編碼

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Statistical and Inductive Inference by Minimum Message Length 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Statistical and Inductive Inference by Minimum Message Length 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Statistical and Inductive Inference by Minimum Message Length 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024



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Statistical and Inductive Inference by Minimum Message Length 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Statistical and Inductive Inference by Minimum Message Length 在線電子書 圖書描述

The Minimum Message Length (MML) Principle is an information-theoretic approach to induction, hypothesis testing, model selection, and statistical inference. MML, which provides a formal specification for the implementation of Occam's Razor, asserts that the 'best' explanation of observed data is the shortest. Further, an explanation is acceptable (i.e. the induction is justified) only if the explanation is shorter than the original data. This book gives a sound introduction to the Minimum Message Length Principle and its applications, provides the theoretical arguments for the adoption of the principle, and shows the development of certain approximations that assist its practical application. MML appears also to provide both a normative and a descriptive basis for inductive reasoning generally, and scientific induction in particular. The book describes this basis and aims to show its relevance to the Philosophy of Science. Statistical and Inductive Inference by Minimum Message Length will be of special interest to graduate students and researchers in Machine Learning and Data Mining, scientists and analysts in various disciplines wishing to make use of computer techniques for hypothesis discovery, statisticians and econometricians interested in the underlying theory of their discipline, and persons interested in the Philosophy of Science. The book could also be used in a graduate-level course in Machine Learning and Estimation and Model-selection, Econometrics and Data Mining. "Any statistician interested in the foundations of the discipline, or the deeper philosophical issues of inference, will find this volume a rewarding read." Short Book Reviews of the International Statistical Institute, December 2005

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