數理統計

週次計畫

週次	主題
第 1 週	Introductory lecture and a survey on students'' statistical knowledge 2020/03/03
第 2 週	Probability theory: basic concepts (Pishro-Nik: Chapter 1, 2) 2020/03/10
第 3 週	Random variables; probability distributions (Freund: Chapter 3, 4) ===== Quiz 1 ===== 2020/03/17
第 4 週	Mathematical expectation; Introduction to MATLAB and R ============== Lab 1 distributed. Quiz 2. ============== 2020/03/24
第 5 週	Sampling distributions (Freund: Chapter 8; Howell: Chapter 4) ============== Lab 1 due. Quiz 3. ============== 2020/03/31
第 6 週	Decision theory (Freund: Chapter 9) 2020/04/07
第 7 週	Hypothesis testing: theory (Freund: Chapter 9) 2020/04/14
第 8 週	Hypothesis testing: applications (Howell: Chapter 7; Freund: Chapter 13) 2020/04/21
第 9 週	Midterm exam 2020/04/28
第 10 週	Estimation: theory (Freund: Chapter 10) 2020/05/05
第 11 週	Estimation: applications (Freund: Chapter 11) =============== Lab 3 distributed. Midterm exam due. =============== 2020/05/12
第 12 週	Model fitting, model simulation Fitting reinforcement-learning models using choice data; Perform Monte Carlo simulations on choice data based on the models 2020/05/19
第 13 週	Model comparison: different ways to evaluate between different models which model is the best. Nested hypothesis test; Bayesian information criterion; Cross validation. =============== Lab 3 due. Lab 4 distributed. =============== 2020/05/26
第 14 週	Regression and correlation 1 (Howell: Chapter 9; Freund: chapter 14) =============== Lab 5 distributed. =============== 2020/06/02
第 15 週	Regression and correlation 2 (Howell: Chapter 10) =============== Lab 4 due. =============== 2020/06/09
第 16 週	Multiple regression (Howell: chapter 15) =============== Lab 5 due. Lab 6 distributed. =============== 2020/06/16
第 17 週	Generalized Linear Modeling in fMRI data analysis (including discussions on multiple comparison problems)(Howell: Chapter 12; fMRI-related readings will send out separately) 2020/06/23
第 18 週	ANOVA: one-way, factorial ANOVA. =============== Lab 6 due. =============== 2020/06/30