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The Minimum Description Length Principle
Language: en
Pages: 736
Authors: Peter D. Grünwald
Categories: Minimum description length (Information theory).
Type: BOOK - Published: 2007 - Publisher: MIT Press

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This introduction to the MDL Principle provides a reference accessible to graduate students and researchers in statistics, pattern classification, machine learn
Advances in Minimum Description Length
Language: en
Pages: 464
Authors: Peter D. Grünwald
Categories: Computers
Type: BOOK - Published: 2005 - Publisher: MIT Press

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A source book for state-of-the-art MDL, including an extensive tutorial and recent theoretical advances and practical applications in fields ranging from bioinf
Learning with the Minimum Description Length Principle
Language: en
Pages: 352
Authors: Kenji Yamanishi
Categories: Computers
Type: BOOK - Published: 2023-10-16 - Publisher: Springer Nature

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This book introduces readers to the minimum description length (MDL) principle and its applications in learning. The MDL is a fundamental principle for inductiv
Understanding Machine Learning
Language: en
Pages: 415
Authors: Shai Shalev-Shwartz
Categories: Computers
Type: BOOK - Published: 2014-05-19 - Publisher: Cambridge University Press

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Introduces machine learning and its algorithmic paradigms, explaining the principles behind automated learning approaches and the considerations underlying thei
The Nature of Statistical Learning Theory
Language: en
Pages: 324
Authors: Vladimir Vapnik
Categories: Mathematics
Type: BOOK - Published: 2013-06-29 - Publisher: Springer Science & Business Media

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The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a gene