The Minimum Description Length Principle

The Minimum Description Length Principle
Uitgever: Mit Press Ltd
  • Engels
  • Hardcover
  • 9780262072816
  • Druk: illustrated edition
  • juni 2007
  • 736 pagina's
Alle productspecificaties

Samenvatting

The minimum description length (MDL) principle is a powerful method of inductive inference, the basis of statistical modeling, pattern recognition, and machine learning. It holds that the best explanation, given a limited set of observed data, is the one that permits the greatest compression of the data. MDL methods are particularly well-suited for dealing with model selection, prediction, and estimation problems in situations where the models under consideration can be arbitrarily complex, and overfitting the data is a serious concern.This extensive, step-by-step introduction to the MDL Principle provides a comprehensive reference (with an emphasis on conceptual issues) that is accessible to graduate students and researchers in statistics, pattern classification, machine learning, and data mining, to philosophers interested in the foundations of statistics, and to researchers in other applied sciences that involve model selection, including biology, econometrics, and experimental psychology. Part I provides a basic introduction to MDL and an overview of the concepts in statistics and information theory needed to understand MDL. Part II treats universal coding, the information-theoretic notion on which MDL is built, and part III gives a formal treatment of MDL theory as a theory of inductive inference based on universal coding. Part IV provides a comprehensive overview of the statistical theory of exponential families with an emphasis on their information-theoretic properties. The text includes a number of summaries, paragraphs offering the reader a fast track through the material, and boxes highlighting the most important concepts.

Productspecificaties

Inhoud

Taal
Engels
Bindwijze
Hardcover
Druk
illustrated edition
Verschijningsdatum
2007-05-08
Afmetingen
22,9 x 17,8 x 3,8 cm
Aantal pagina's
736 pagina's
Illustraties
Met illustraties

Betrokkenen

Auteur
Peter D. Grünwald
Uitgever
Mit Press Ltd

EAN

EAN
9780262072816

Overige kenmerken

Extra groot lettertype
Nee
Oorspronkelijke releasedatum
2007-06-30

Je vindt dit artikel in

Categorieën
Taal
Engels
Boek, ebook of luisterboek?
Boek
Studieboek of algemeen
Algemene boeken
Nog geen reviews
Bindwijze: Hardcover
Niet leverbaar
Wil je eenmalig een e-mail ontvangen zodra het weer leverbaar is?
Op verlanglijstje
Houd er rekening mee dat het artikel niet altijd weer terug op voorraad komt.