Lectures on the Theory of Stochastic Processes / / Anatolij V. Skorochod.
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Superior document: | Title is part of eBook package: De Gruyter DGBA Mathematics - 1990 - 1999 |
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Place / Publishing House: | Berlin ;, Boston : : De Gruyter, , [2019] ©1996 |
Year of Publication: | 2019 |
Edition: | Reprint 2018 |
Language: | English |
Online Access: | |
Physical Description: | 1 online resource (VI, 183 p.) :; Num. figs. |
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Table of Contents:
- Frontmatter
- Contents
- Preface
- Lecture 1. Stochastic processes. definitions. examples
- Lecture 2. The kolmogorov consistency theorem. classification of processes
- Lecture 3. Random walks. recurrence. renewal theorem
- Lecture 4. Martingales. inequalities for martingales
- Lecture 5. Theorems on the limit of a martingale
- Lecture 6. Stationary sequences. ergodic theorem
- Lecture 7. Ergodic theorem. metric transitivity
- Lecture 8. Regularization of a process. continuity
- Lecture 9. Processes without discontinuities of the second kind
- Lecture 10. Continuity of processes with independent increments. martingales with continuous time
- Lecture 11. Measurable processes
- Lecture 12. Stopping times. associated tr-algebras
- Lecture 13. Completely measurable processes
- Lecture 14. L2-theory
- Lecture 15. Stochastic integrals
- Lecture 16. Stationary processes. spectral representations
- Lecture 17. Stationary sequences. regularity and singularity
- Lecture 18. The prediction of a stationary sequence
- Lecture 19. Markov processes
- Lecture 20. Homogeneous markov processes and associated semigroups
- Lecture 21. Homogeneous purely discontinuous processes. conditions for their regularity
- Lecture 22. Processes with adenumerable set of states
- Lecture 23. Simple birth and death processes
- Lecture 24. Branching processes with particles of only one kind
- Lecture 25. Homogeneous processes and strongly continuous semigroups. resolvent operator and generator
- Lecture 26. The hille-iosida theorem
- Lecture 27. Processes with independent increments. representation of the discontinuous part
- Lecture 28. General representation of a stochastically continuous process with independent increments
- Lecture 29. Diffusion processes
- Lecture 30. Stochastic integrals
- Lecture 31. Existence, uniqueness, and properties of solutions of stochastic differential equations
- Lecture 32. Itô's formula with some corollaries
- Bibliography