|
1 Probability Distributions and Stochastic Processes |
|
|
1 | (44) |
|
1.1 Probability Distributions and Characteristic Functions |
|
|
1 | (7) |
|
1.2 Gaussian, Poisson and Infinitely Divisible Distributions |
|
|
8 | (6) |
|
1.3 Random Fields and Stochastic Processes |
|
|
14 | (1) |
|
1.4 Wiener Processes, Poisson Random Measures and Levy Processes |
|
|
15 | (10) |
|
1.5 Martingales and Backward Martingales |
|
|
25 | (6) |
|
1.6 Quadratic Variations of Semi-martingales |
|
|
31 | (6) |
|
1.7 Markov Processes and Backward Markov Processes |
|
|
37 | (4) |
|
1.8 Kolmogorov's Criterion for the Continuity of Random Field |
|
|
41 | (4) |
|
|
45 | (32) |
|
2.1 Ito's Stochastic Integrals by Continuous Martingale and Wiener Process |
|
|
45 | (4) |
|
2.2 Ito's Formula and Applications |
|
|
49 | (6) |
|
2.3 Regularity of Stochastic Integrals Relative to Parameters |
|
|
55 | (4) |
|
2.4 Fisk--Stratonovitch Symmetric Integrals |
|
|
59 | (5) |
|
2.5 Stochastic Integrals with Respect to Poisson Random Measure |
|
|
64 | (3) |
|
2.6 Jump Processes and Related Calculus |
|
|
67 | (6) |
|
2.7 Backward Integrals and Backward Calculus |
|
|
73 | (4) |
|
3 Stochastic Differential Equations and Stochastic Flows |
|
|
77 | (48) |
|
3.1 Geometric Property of Solutions I; Case of Continuous SDE |
|
|
77 | (4) |
|
3.2 Geometric Property of Solutions II; Case of SDE with Jumps |
|
|
81 | (5) |
|
|
86 | (10) |
|
3.4 Lp-Estimates and Regularity of Solutions; C∞-Flows |
|
|
96 | (4) |
|
3.5 Backward SDE, Backward Stochastic Flow |
|
|
100 | (1) |
|
3.6 Forward--Backward Calculus for Continuous C∞-Flows |
|
|
101 | (3) |
|
3.7 Diffeomorphic Property and Inverse Flow for Continuous SDE |
|
|
104 | (5) |
|
3.8 Forward-Backward Calculus for C∞-Flows of Jumps |
|
|
109 | (7) |
|
3.9 Diffeomorphic Property and Inverse Flow for SDE with Jumps |
|
|
116 | (3) |
|
3.10 Simple Expressions of Equations; Cases of Weak Drift and Strong Drift |
|
|
119 | (6) |
|
4 Diffusions, Jump-Diffusions and Heat Equations |
|
|
125 | (42) |
|
4.1 Continuous Stochastic Flows, Diffusion Processes and Kolmogorov Equations |
|
|
126 | (3) |
|
4.2 Exponential Transformation and Backward Heat Equation |
|
|
129 | (8) |
|
4.3 Backward Diffusions and Heat Equations |
|
|
137 | (3) |
|
4.4 Dual Semigroup, Inverse Flow and Backward Diffusion |
|
|
140 | (6) |
|
4.5 Jump-Diffusion and Heat Equation; Case of Smooth Jumps |
|
|
146 | (9) |
|
4.6 Dual Semigroup, Inverse Flow and Backward Jump-Diffusion; Case of Diffeomorphic Jumps |
|
|
155 | (6) |
|
4.7 Volume-Preserving Flows |
|
|
161 | (3) |
|
4.8 Jump-Diffusion on Subdomain of Euclidean Space |
|
|
164 | (3) |
|
|
167 | (78) |
|
5.1 Derivative and Its Adjoint on Wiener Space |
|
|
168 | (6) |
|
5.2 Sobolev Norms for Wiener Functionals |
|
|
174 | (9) |
|
5.3 Nondegenerate Wiener Functionals |
|
|
183 | (7) |
|
5.4 Difference Operator and Adjoint on Poisson Space |
|
|
190 | (6) |
|
5.5 Sobolev Norms for Poisson Functionals |
|
|
196 | (5) |
|
5.6 Estimations of Two Poisson Functionals by Sobolev Norms |
|
|
201 | (8) |
|
5.7 Nondegenerate Poisson Functionals |
|
|
209 | (5) |
|
5.8 Equivalence of Nondegenerate Conditions |
|
|
214 | (8) |
|
5.9 Product of Wiener Space and Poisson Space |
|
|
222 | (4) |
|
5.10 Sobolev Norms for Wiener--Poisson Functionals |
|
|
226 | (7) |
|
5.11 Nondegenerate Wiener--Poisson Functionals |
|
|
233 | (6) |
|
5.12 Compositions with Generalized Functions |
|
|
239 | (6) |
|
6 Smooth Densities and Heat Kernels |
|
|
245 | (58) |
|
6.1 H-Derivatives of Solutions of Continuous SDE |
|
|
246 | (4) |
|
6.2 Nondegenerate Diffusions |
|
|
250 | (3) |
|
6.3 Density and Fundamental Solution for Nondegenerate Diffusion |
|
|
253 | (6) |
|
6.4 Solutions of SDE on Wiener--Poisson Space |
|
|
259 | (6) |
|
6.5 Nondegenerate Jump-Diffusions |
|
|
265 | (8) |
|
6.6 Density and Fundamental Solution for Nondegenerate Jump-Diffusion |
|
|
273 | (4) |
|
6.7 Short-Time Estimates of Densities |
|
|
277 | (7) |
|
6.8 Off-Diagonal Short-Time Estimates of Density Functions |
|
|
284 | (4) |
|
6.9 Densities for Processes with Big Jumps |
|
|
288 | (7) |
|
6.10 Density and Fundamental Solution on Subdomain |
|
|
295 | (8) |
|
7 Stochastic Flows and Their Densities on Manifolds |
|
|
303 | (38) |
|
7.1 SDE and Stochastic Flow on Manifold |
|
|
303 | (8) |
|
7.2 Diffusion, Jump-Diffusion and Their Duals on Manifold |
|
|
311 | (6) |
|
7.3 Brownian Motion, Levy Process and Their Duals on Lie Group |
|
|
317 | (4) |
|
7.4 Smooth Density for Diffusion on Manifold |
|
|
321 | (7) |
|
7.5 Density for Jump-Diffusion on Compact Manifold |
|
|
328 | (13) |
Bibliography |
|
341 | (6) |
Symbol Index |
|
347 | (2) |
Index |
|
349 | |