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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