Resources
Textbook: Essentials of stochastic processes by Rick Durrett
Homeworks: HW01 HW02 HW03 HW04 HW05 HW06 HW07 HW08
Lecture Notes (PDF version)
| Week 1 | |
|---|---|
| 9/6 | Review, Introduction to Stochastic Processes |
| Week 2 | |
| 9/11 | Introduction to Markov Chain |
| 9/13 | Simple Random Walk, P^n, Gambler's Ruin |
| Week 3 | |
| 9/18 | T, Strong Markov Property, T_y, ρ_yy, Recurrence |
| 9/20 | Recurrence, Closed, Irreducible, Communication |
| Week 4 | |
| 9/24 | Theorems Related to Recurrence |
| 9/27 | Stationary Distribution/Measure, Renewal Chain |
| Week 5 | |
| 10/2 | Positive/Null Recurrent, Limit Behavior |
| 10/4 | Periodicity, Limiting Behavior |
| Week 6 | |
| 10/9 | Convergence Theorem |
| 10/11 | Midterm 1 |
| Week 7 | |
| 10/16 | Doubly Stochastic, Detailed Balance |
| 10/18 | Exit Distribution |
| Week 8 | |
| 10/23 | Exit Time |
| 10/25 | Probability Review for Poisson Process |
| Week 9 | |
| 10/30 | Introduction to Poisson Process |
| 11/1 | Compound Poisson Process |
| Week 10 | |
| 11/6 | Thinning, Superposition, and Conditioning |
| 11/8 | Poisson Process Comprehensive Problems |
| Week 11 | |
| 11/13 | More Exercises on Poisson Process |
| 11/15 | Midterm 2 |
| Week 12 | |
| 11/20 | Introduction to Renewal Process |
| 11/22 | Thanksgiving |
| Week 13 | |
| 11/27 | Renewal Process, Age and Residual Life |
| 11/29 | Continuous Time Markov Processes |
| Week 14 | |
| 12/4 | M/M/s Queue, Kolmogorov Equations |
| 12/6 | Properties of CTMC |
| Week 15 | |
| 12/11 | CTMC Exercises |
Note: You can download a PDF version of the notes here
