Statistical Physics : An Advanced Approach with Applications

The application of statistical methods to physics is essential. This unique book on statistical physics offers an advanced approach with numerous applications to the modern problems students are confronted with. Therefore the text contains more concepts and methods in statistics than the student wou...

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Hlavní autor: Honerkamp, Josef, 1941-
Médium: Livre numérique
Jazyk:Anglais
Vydáno: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer [20..].
Cham : Springer Nature
Vydání:3rd ed. 2012.
Edice:Graduate Texts in Physics
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Poznámka: Archives Springer e-books (Licence nationale)
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Edition sous un autre format:• Statistical physics, an advanced approach with applications, Josef Honerkamp, 3rd edition, Heidelberg, Springer, 2012, 1 vol. (XIV-553 p.), Graduate texts in physics, 978-3-642-28683-4
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505 1 |a Statistical Physics is more than Statistical Mechanics Part I: Modeling of Statistical Systems Random Variables: Fundamentals of Probability Theory and Statistics Random Variables in State Space: Classical Statistical Mechanics of Fluids Random Fields: Textures and Classical Statistical Mechanics of Spin Systems Time-Dependent Random Variables: Classical Stochastic Processes Quantum Random Systems Changes of External Conditions Part II: Analysis of Statistical Systems Estimation of Parameters Signal Analysis: Estimation of Spectra Estimators Based on a Probability Distribution for the Parameters Identification of Stochastic Models from Observations Estimating the Parameters of a Hidden Stochastic Model Statistical Tests and Classification Methods Appendix: Random Number Generation for Simulating Realizations of Random Variables Problems Hints and Solutions 
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520 |a The application of statistical methods to physics is essential. This unique book on statistical physics offers an advanced approach with numerous applications to the modern problems students are confronted with. Therefore the text contains more concepts and methods in statistics than the student would need for statistical mechanics alone. Methods from mathematical statistics and stochastics for the analysis of data are discussed as well. The book is divided into two parts, focusing first on the modeling of statistical systems and then on the analysis of these systems. Problems with hints for solution help the students to deepen their knowledge. The third edition has been updated and enlarged with new sections deepening the knowledge about data analysis. Moreover, a customized set of  problems with solutions is accessible on the Web at extras.springer.com 
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