進階統計模式與資料分析
Advanced Biostatistical Modeling and Data Analysis
學期
107-2
學分
3
學分
當期課號
B127
永久課號
A9462
開課單位
醫學院
授課教師
林逸芬
校區
陽明
類別
選修
上課時間表
| 節 | 週四 |
|---|---|
2 09:00–09:50 | 進階統計模式與資料分析 YB101 3 節連堂 |
3 10:10–11:00 | |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Course introduction Review of basic biostatistics and regression analysis |
| 第 2 週 | 228 Memorial Day |
| 第 3 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 |
| 第 4 週 | Topics in Linear regression and Logistic regression – I - Interaction and confounders - Model building strategy - Multicollinearity |
| 第 5 週 | Topics in Linear regression and Logistic regression –II - Prediction - Validation test and predictive error - ROC with logistic regression |
| 第 6 週 | Topics in Linear regression and Logistic regression –III - Conditional logistic regression - Polytamous logistic regression |
| 第 7 週 | Children''''s Day Children''s Day |
| 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 |
| 第 9 週 | Survival data analysis (2) Cox proportional hazard models I |
| 第 10 週 | Survival data analysis (3) - Cox proportional hazard models II |
| 第 11 週 | Case studies (1) / Lab in Data analysis |
| 第 12 週 | Introduction to generalized linear models - Inferences of GLMs - Quasi-likelihood - Poisson log-linear models |
| 第 13 週 | Applied longitudinal data analysis (1): likelihood approaches - Linear models: Population-average models |
| 第 14 週 | Applied longitudinal data analysis (2): likelihood approaches - Linear mixed models: Random coefficient models |
| 第 15 週 | Case studies (2) / Lab in Data analysis |
| 第 16 週 | Applied longitudinal data analysis (3): GEE approaches - Linear and generalized linear models |
| 第 17 週 | Applied longitudinal data analysis (4): GEE approaches - Linear and generalized linear models |
| 第 18 週 | Final Exam |