進階統計模式與資料分析
Advanced Biostatistical Modeling and Data Analysis
| 節 | 週四 |
|---|---|
3 10:10–11:00 | 進階統計模式與資料分析 YT301（陽明） 3 節連堂 |
4 11:10–12:00 | |
N 12:20–13:10 |
* 根據陽明交大上課時間表所列
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| 週次 | 主題 |
|---|---|
| 第 1 週 | Course introduction Review of basic biostatistics and regression analysis 2018/02/22 |
| 第 2 週 | Analysis of contingency tables -Mantel-Haenszel method - Applications for confounding adjustment and for matched data -Test for linear trend;Kappa statistic;Goodness-of-fit test 2018/03/01 |
| 第 3 週 | Topics in Linear regression and Logistic regression – I - Interaction and confounders - Model building strategy - Multicollinearity 2018/03/08 |
| 第 4 週 | Topics in Linear regression and Logistic regression –II - Prediction - Validation test and predictive error - ROC with logistic regression 2018/03/15 |
| 第 5 週 | Topics in Linear regression and Logistic regression –III - Conditional logistic regression - Polytamous logistic regression 2018/03/22 |
| 第 6 週 | Case studies (1) 2018/03/29 |
| 第 7 週 | Tomb Sweeping day 2018/04/05 |
| 第 8 週 | Survival data analysis (1) - Kaplan-Meier and Life table methods - Comparing two groups: Log-rank test and Wilcoxon test - Comparing more than two groups 2018/04/12 |
| 第 9 週 | Survival data analysis (2) Cox proportional hazard models I 2018/04/19 |
| 第 10 週 | Survival data analysis (3) - Cox proportional hazard models II 2018/04/26 |
| 第 11 週 | Case studies (2) 2018/05/03 |
| 第 12 週 | Introduction to generalized linear models - Inferences of GLMs - Quasi-likelihood - Poisson log-linear models 2018/05/10 |
| 第 13 週 | Applied longitudinal data analysis (1): likelihood approaches - Linear models: Population-average models 2018/05/17 |
| 第 14 週 | Applied longitudinal data analysis (2): likelihood approaches - Linear mixed models: Random coefficient models 2018/05/24 |
| 第 15 週 | Applied longitudinal data analysis (3): GEE approaches - Linear and generalized linear models 2018/05/31 |
| 第 16 週 | Applied longitudinal data analysis (4): GEE approaches - Linear and generalized linear models 2018/06/07 |
| 第 17 週 | Case studies (3) 2018/06/14 |
| 第 18 週 | Final Exam 2018/06/21 |
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