Statistical Physics

An Advanced Approach with Applications Web-enhanced with Problems and Solutions

AvJosef Honerkamp

Häftad, Engelska, 2010

Del i serien Advanced Texts in Physics

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Beskrivning

The application of statistical methods to physics is essen- tial. Therefore the text contains more concepts and methods in statistics than the student would need for statistical mechanics alone.

Produktinformation

Utgivningsdatum:2010-12-15
Mått:155 x 235 x 32 mm
Vikt:846 g
Format:Häftad
Språk:Engelska
Serie:Advanced Texts in Physics
Antal sidor:517
Upplaga:2
Förlag:Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN:9783642077036

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Innehållsförteckning

1 Statistical Physics: Is More than Statistical Mechanics.- I Modeling of Statistical Systems.- 2 Random Variables: Fundamentals of Probability Theory and Statistics.- 3 Random Variables in State Space: Classical Statistical Mechanics of Fluids.- 4 Random Fields: Textures and Classical Statistical Mechanics of Spin Systems.- 5 Time-Dependent Random Variables: Classical Stochastic Processes.- 6 Quantum Random Systems.- 7 Changes of External Conditions.- II Analysis of Statistical Systems.- 8 Estimation of Parameters.- 9 Signal Analysis: Estimation of Spectra.- 10 Estimators Based on a Probability Distribution for the Parameters.- 11 Identification of Stochastic Models from Observations.- 12 Estimating the Parameters of a Hidden Stochastic Model.- 13 Statistical Tests and Classification Methods.- Appendix: Random Number Generation for Simulating Realizations of Random Variables.- Problems.- Hints and Solutions.- References.