Statistical physics : an advanced approach with applications
著者
書誌事項
Statistical physics : an advanced approach with applications
Springer, c1998
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注記
Includes bibliographical references (p. [399]-404) and index
内容説明・目次
内容説明
This text 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 that 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 modelling of statistical systems then on the analysis of these systems. Problems with hints for solution help the students to deepen their knowledge.
目次
- Statistical physics is more than statistical mechanics. Part 1 Modelling 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 2 Analysis of statistical systems: estimation of parameters
- signal analysis - estimation of spectra
- inverse problems - estimation of distributions.
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