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Chapter 1 Random Variables, Vectors, Processes, and Fields |
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1 | (10) |
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1.1 Random Variables, Vectors, And Their Distributions-A Glossary |
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1 | (6) |
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1 | (2) |
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1.1.2 Absolutely Continuous, Discrete, Mixed, And Singular Probability Distributions |
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3 | (1) |
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1.1.3 Characteristic Functions, Laplace Transforms, And Moment-Generating Functions |
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3 | (1) |
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4 | (3) |
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1.2 Law Of Large Numbers And The Central Limit Theorem |
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7 | (2) |
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1.3 Stochastic Processes And Their Finite-Dimensional Distributions |
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9 | (1) |
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1.4 Problems And Exercises |
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10 | (1) |
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Chapter 2 From Random Walk To Brownian Motion |
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11 | (32) |
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2.1 Symmetric Random Walk; Parabolic Rescaling And Related Fokker-Planck Equations |
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11 | (5) |
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2.1.1 Brownian Motion As Hydrodynamic Limit Of Random Walks |
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11 | (3) |
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2.1.2 Brownian Motion Via The Central Limit Theorem And The Invariance Principle |
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14 | (2) |
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2.2 Basic Properties Of Brownian Motion |
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16 | (2) |
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2.3 Almost Sure Continuity Of Sample Paths |
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18 | (3) |
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2.4 Nowhere Differentiability Of Brownian Motion |
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21 | (2) |
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2.5 Hitting Times, And Other Subtle Properties Of Brownian Motion |
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23 | (1) |
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2.6 Problems And Exercises |
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24 | (3) |
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27 | (2) |
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3.2 Covariance Structure And Finite Dimensional Distributions |
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29 | (1) |
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3.3 Waiting Times And Inter-Jump Times |
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30 | (4) |
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3.4 Extensions And Generalizations |
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34 | (1) |
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3.5 Fractional Poisson Processes (Fpp) |
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35 | (7) |
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3.5.1 Fpp Interarrival Time |
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35 | (7) |
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3.6 Problems And Exercises |
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42 | (1) |
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Chapter 4 Levy Processes And The Levy-Khinchine Formula: Basic Facts |
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43 | (10) |
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4.1 Processes With Stationary And Independent Increments |
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43 | (1) |
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4.2 From Poisson Processes To Levy Processes |
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44 | (2) |
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4.3 Infinitesimal Generators Of Levy Processes |
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46 | (1) |
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4.4 Self-Similar Levy Processes |
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47 | (1) |
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4.5 Properties Of A-Stable Motions |
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48 | (2) |
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4.6 Infinitesimal Generators Of A-Stable Motions |
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50 | (1) |
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4.7 Problems And Exercises |
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51 | (2) |
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Chapter 5 General Processes With Independent Increments |
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53 | (12) |
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5.1 Nonstationary Processes With Independent Increments |
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53 | (2) |
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5.2 Stochastic Continuity And Jump Processes |
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55 | (2) |
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5.3 Analysis Of Jump Structure |
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57 | (1) |
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5.4 Random Measures And Random Integrals Associated With Jump Processes |
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58 | (1) |
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5.4.1 Random Measures And Random Integrals |
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58 | (1) |
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5.5 Structure Of General I.I. Processes |
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59 | (6) |
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Chapter 6 Stochastic Integrals For Brownian Motion And General Levy Processes |
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65 | (12) |
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6.1 Wiener Random Integral |
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65 | (1) |
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6.2 Ito's Stochastic Integral For Brownian Motion |
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66 | (4) |
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6.3 An Instructive Example |
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70 | (1) |
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71 | (2) |
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6.5 Martingale Property Of Ito Integrals |
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73 | (1) |
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6.6 Wiener And Ito-Type Stochastic Integrals For A-Stable Motion And General Levy Processes |
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74 | (3) |
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Chapter 7 Ito Stochastic Differential Equations |
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77 | (14) |
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7.1 Differential Equations With Noise |
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77 | (2) |
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7.2 Stochastic Differential Equations: Basic Theory |
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79 | (5) |
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7.3 Sdes With Coefficients Depending Only On Time |
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84 | (1) |
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7.4 Population Growth Model And Other Examples |
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85 | (1) |
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7.4.1 Population Growth Model |
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85 | (1) |
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7.4.2 Ornstein-Uhlenbeck Process |
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86 | (1) |
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7.5 Systems Of Sdes And Vector-Valued Ito's Formula |
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86 | (3) |
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7.6 Numerical Solution Of Stochastic Differential Equations |
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89 | (2) |
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Chapter 8 Asymmetric Exclusion Processes And Their Scaling Limits |
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91 | (16) |
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8.1 Asymmetric Exclusion Principles |
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91 | (1) |
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92 | (1) |
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8.3 Other Queuing Regimes Related To Non-Nearest Neighbor Systems |
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93 | (4) |
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8.4 Networks With Multiserver Nodes And Particle Systems With State-Dependent Rates |
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97 | (5) |
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8.5 Shock And Rarefaction Wave Solutions For The Riemann Problem For Conservation Laws |
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102 | (5) |
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Chapter 9 Nonlinear Diffusion Equations |
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107 | (8) |
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107 | (2) |
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9.2 Nonlinear Diffusion Approximations |
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109 | (4) |
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113 | (1) |
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9.4 Interacting Diffusions And Monte-Carlo Methods |
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114 | (1) |
Appendix A: The Remarkable Bernoulli Family |
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115 | (4) |
Bibliography |
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119 | (4) |
Index |
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123 | |