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Statistical Physics : An Advanced Approach with Applications

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Cover of 'Statistical Physics : An Advanced Approach with Applications'

Table of Contents

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