STA 447/2006: Stochastic Processes

Wenlong Mou, Department of Statistical Sciences, University of Toronto, Winter 2026

Schedule

lecture topic book chapteres notes
01/07 introduction, Markov definitions and transition probabilities, recurrent and transient states, recurrent state theorem, recurrence of (multi-dimensional) random walks Rosenthal 1.1 – 1.5 Lecture 1
01/14 Proof of recurrence state theorem, f-expansion, relation between recurrence and transience of different states, equivalent characterization of recurrent/transient Markov chains Rosenthal 1.6, 1.7 Lecture 2
01/21 Recurrence equivalence continued, reducible Markov chains, stationary distributions and stationary measures, detailed balance condition, vanishing transition probabilities and non-existence results, periodicity Rosenthal 1.6, 2.1 – 2.3, Lawler 1.3 Lecture 3
01/28
02/04 Midterm exam #1
02/11
02/25
03/04
03/11 Midterm exam #2
03/18
03/25
04/02

Recommended practice questions

  • Week 1: Rosenthal 1.3.9, 1.4.8, 1.5.4, 1.5.9

  • Week 2: Rosenthal 1.5.13, 1.5.14, 1.6.20, 1.6.21, 1.6.25, 1.7.12

  • Week 3: Rosenthal 2.1.3, 2.4.13, 2.4.14, 2.4.15, 2.4.16, Lawler 1.7, Durrett 1.70, 1.72