Statistical Physics
An Advanced Approach with Applications
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Beschreibung
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.
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.
Focuses on concepts and methods in statistics, giving detailed insight in analyzing physical data Provides an thorough introduction to statistical physics with an emphasis on the analysis of statistical systems Includes advanced topics, reference lists, problems with solutions and boxed inserts, making it an invaluable source for students, even after completion of the course The introduction to filters, wavelets and many practical and concrete algorithms close a noticeable gap left open by other textbooks Third edition offers 50 pages of new material, especially on data-analysis, Gillespie-algorithm, Kaiman filters, plus new problems with solutions Covers all modern applications of statistics Includes supplementary material: sn.pub/extras
Autor*in
Josef Honerkamp
Themen in »Statistical Physics«
Data Analysis Statistical Physics Hidden Stochastic Model Modeling Statistical Systems Signal Analysis Spectrum Statistical test Method Textbook Data Analysis Textbook Statistical Mechanics Textbook Statistical Physics
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From the book reviews:
“The book is carefully divided into two parts. The first part deals with modeling of statistical systems. The second part is devoted to the analysis of the respective systems. … followed by a section that offers helpful hints and solutions to problems throughout the text, making it easier for students to deepen their understanding and confidence in their newfound knowledge. … topics in each chapter are carefully selected and are well presented, making it a reliable reference for ‘statistical physics.’” (Technometrics, Vol. 55 (2), May, 2013)
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