存活資料分析
Survival Analysis
| 節 | 週三 |
|---|---|
3 10:10–11:00 | 存活資料分析 YS107（陽明） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
1. 存活資料的產生 2. 衡量存活資料的統計方法 3. 無母數分析法、有母數分析法、半參數分析 4. 多變量存活資料1. The characteristics of incomplete survival data 2. Measures of survival data 3. Nonparametric models, parametric models and semiparametric models 4. Multivariate survival data
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無備註
能知道存活分析的資料特性,能以適當的方式處理不完備資料
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| 週次 | 主題 |
|---|---|
| 第 1 週 | 1. Introduction 2. Incomplete data property: censoring and truncation 2021/09/15 |
| 第 2 週 | 1. Typical censoring mechanisms 2. Data coding 3. Survival rate 4. Survival functions, hazard function and cumulative hazard function 2021/09/22 |
| 第 3 週 | 1. Likelihood function for right-censored data 2. Likelihood function for interval-censored data 2021/09/29 |
| 第 4 週 | 1. Parametric regression model of parametric models 2. Parametric analysis: widely used distributions 3. Parametric accelerated failure time (AFT) model 2021/10/06 |
| 第 5 週 | 1. MLE 2. R program for parametric survival analysis (I) 2021/10/13 |
| 第 6 週 | R program for parametric survival analysis (II) 2021/10/20 |
| 第 7 週 | Mid-term exam 2021/10/27 |
| 第 8 週 | 1. Introduction to Nonparametric analysis 2. Nonparametric analysis: Kaplan-Meier estimation 2021/11/03 |
| 第 9 週 | Nonparametric analysis: Testing Gehan’s test (extension of Wilcoxon test); log-rank test (Mantel-Haenszel test) 2021/11/10 |
| 第 10 週 | Semiparametric regression models: Cox’s PH model (I) 2021/11/17 |
| 第 11 週 | Semiparametric regression models: Cox’s PH model (II) 2021/11/24 |
| 第 12 週 | Cox’ PH model: time - stratification, time-varying covariates, diagnosis 2021/12/01 |
| 第 13 週 | Cluster survival data (I): Modeling: marginal model, frailty model and copula model 2021/12/08 |
| 第 14 週 | Cluster survival data (II): Data analysis 2021/12/15 |
| 第 15 週 | Competing risks data and multi-state model-(I) 2021/12/22 |
| 第 16 週 | Competing risks data and multi-state model-(II) 2021/12/29 |
| 第 17 週 | Final exam 2022/01/05 |
| 第 18 週 | Supplementary materials 2022/01/12 |
‧ The Statistical Analysis Of Failure Time Data / John D. Kalbfleisch, Ross L. Prentice : c2002 ‧ Statistical Models And Methods For Lifetime Data / Jerald F. Lawless : 2003 (滄海書局) ‧ Survival Analysis: Techniques for Censored and Truncated Data, Statistics for Biology and Health / Klein, John P.; Moeschberger, Melvin L. c1997 ‧ Survival Analysis/ Miller: 1981
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