A tutorial introduction to the minimum description length principle

A tutorial introduction to the minimum description length principle
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发表时间:
2004-06
期刊:
ArXiv
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通讯作者:
P. Grünwald
P. Grünwald
中科院分区:
其他
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作者:
P. Grünwald

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本教程概述并介绍了Rissanen的最小描述长度(MDL)原则。第一章提供了一个概念性的,完全非技术性的介绍。它是第二章技术介绍的基础,第一章的所有思想都在数学上精确化了。主要思想在伟大的概念和技术细节进行了讨论。本教程是“最小描述长度的进展:理论与应用”(由P.Grunwald,I.J. Myung和M. Pitt,将由MIT出版社出版,2005年春季)。
This tutorial provides an overview of and introduction to Rissanen's Minimum Description Length (MDL) Principle. The first chapter provides a conceptual, entirely non-technical introduction to the subject. It serves as a basis for the technical introduction given in the second chapter, in which all the ideas of the first chapter are made mathematically precise. The main ideas are discussed in great conceptual and technical detail. This tutorial is an extended version of the first two chapters of the collection "Advances in Minimum Description Length: Theory and Application" (edited by P.Grunwald, I.J. Myung and M. Pitt, to be published by the MIT Press, Spring 2005).