Information and Complexity in Statistical Modeling
No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data t...
Κύριος συγγραφέας: | |
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Συγγραφή απο Οργανισμό/Αρχή: | |
Μορφή: | Ηλεκτρονική πηγή Ηλ. βιβλίο |
Γλώσσα: | English |
Έκδοση: |
New York, NY :
Springer New York,
2007.
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Σειρά: | Information Science and Statistics,
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Θέματα: | |
Διαθέσιμο Online: | Full Text via HEAL-Link |
Πίνακας περιεχομένων:
- 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.