Information and Complexity in Statistical Modeling

The different and logically unassailable view of statistical modelling should provide excellent grounds for further research and suggest topics for graduate students in all fields of modern engineering, including and not restricted to signal and image processing, bioinformatics, pattern recognition,...

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Bibliographic Details
Main Author: Rissanen, Jorma
Format: eBook
Language:English
Published: New York, NY Springer New York 2007, 2007
Edition:1st ed. 2007
Series:Information Science and Statistics
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Information and Coding
  • Shannon-Wiener Information
  • Coding of Random Processes
  • Statistical Modeling
  • Kolmogorov Complexity
  • Stochastic Complexity
  • Structure Function
  • Optimally Distinguishable Models
  • The MDL Principle
  • Applications