課程資訊

Survival Analysis

108-2

EPM7183

849 M0780

3.0

106以前生統組碩士班三科擇一之必修。其他系所組學生欲選修者應經授課教師同意。

Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1082EPM7183_

Office Hours

1.Kleinbaum and Klein (2012) Survival Analysis-A Self-Learning Text,Third
Edition,Springer

http://tulips.ntu.edu.tw/search*cht/X?SEARCH=(Kleinbaum%20and%20Klein%20(2012)%
20Survival%20Analysis-A%20Self-Learning%20Text)

2. Collett, D (2003) Modelling Survival Data in Medical Research, 2nd
Edition , Chapman & Hall/CRC
3. Marubini, E, Valsecchi MG (1995) Analysing Survival Data from Clinical
Trials and Observational Studies. John Wiley and Sons
4. Kalbfleisch, JD and Prentice, RL (2002) The Statistical Analysis of
Failure Time Data, 2nd Edition , John Wiley and Sons

(僅供參考)

 No. 項目 百分比 說明 1. mid-term exam 35% in-class open-book exam 2. exercises and in-class performance 30% group and individual exercises/quiz In-class discussion and working in groups are encouraged. Still, students must write up own assignments individually. 3. Oral and written report 35% The report will contain one paper reading and a data analysis for a new data set or for applying new models or methods to an existing data set. Discussion and participation for other oral reports will be encouraged and counted in the grade.

 課程進度
 週次 日期 單元主題 第01週 03/02 Introduction to Survival Analysis 第02週 03/09 Kaplan-Meier Survival Curves 第03週 03/16 Log-Rank Test 第04週 03/23 The Cox Proportional Hazards Model (1) 第05週 03/30 The Cox Proportional Hazards Model (2): Inferences and Stratification 第06週 04/06 The Cox Proportional Hazards Model (3): Evaluating the PH Assumption 第07週 04/13 Extension of the Cox Proportional Hazards Model: Time-Dependent Variables 第08週 04/20 Sampling Design Issues in Survival Analysis 第09週 04/27 Parametric Models for Survival Data (*announce the arrangement and order of speakers and discussants) 第10週 05/04 Competing Risks Data Analysis (*upload reported papers) 第11週 05/11 Frailty Models in Survival Analysis 第12週 05/18 Advanced topics ( Parametric Frailty Models/ Recurrent Event Data Analysis) 第13週 05/25 In-class written exam 第14週 06/01 Oral Report (+1 hour) 第15週 06/08 Oral Report (+1 hour) 第16週 06/15 Oral Report (+1 hour) 第17週 06/22 Final report