week # | when | topic | remark |
week 1-2 | 2013.09.16,24 | Review of basic notions of probability theory. Measure-theoretic language. Some famous problems and paradoxes. | |
week 3 | 2013.09.30 | Different types of convergence for random variables.Borel-Cantelli lemmas. | |
week 4 | 2013.10.07 | Laws of Large Numbers. The method of characteristic functions in proving weak convergence: the Central Limit Theorem. | |
week 5-6 | 2013.10.14,21 | Conditional expectation with respect to a sub-sigma-algebra. Martingales. Some martingale convergence and optional stopping theorems. | |
week 7 | 2013.10.28 | Applications of martingales: Galton-Watson branching processes. Asymptotic results. Birth and death process. | |
week 8-9 | 2013.11.04,11 | Probabilistic methods in combinatorics. Second moment method, Lovász Local Lemma. | |
week 10 | 2013.11.18 | Some large deviation theorems, Azuma's inequality. | |
week 11-12 | 2013.11.25,12.02 | Random walks on the integers. Construction and basic properties of Brownian motion. | |