課程資訊

Survival Analysis

102-2

EPM7183

849 M0780

Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1022EPM7183

The course provides a basic introduction to the statistical concepts and analytical methods for survival data. The content of this course comprises of introduction of the characteristics of survival data in clinical trials and observational studies, estimation of a survival curve, the comparison of survival curves, parametric regression models, and the Cox regression models

Let students understand the basic concepts and skills for analyzing survival data and their applications to clinical trials and observational studies.

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. 期末口頭與書面報告 40% 2. 期中開書考試 20% 3. 平時作業與討論 40%

 課程進度
 週次 日期 單元主題 第1週 2/18 Introduction to Survival Analysis 第2週 2/25 Kaplan-Meier Survival Curves and the Log-Rank Test(I) 第3週 3/4 Kaplan-Meier Survival Curves and the Log-Rank Test(II) 第4週 3/11 The Cox Proportional Hazards Model and Its Characteristics 第5週 3/18 Evaluating the Proportional Hazards Assumption (I) 第6週 3/25 Evaluating the Proportional Hazards Assumption (II) 第7週 4/1 Statistical Inferences in Cox Proportional Hazards Models 第8週 4/8 The Stratified Cox Procedure 第9週 4/15 Extension of the Cox Proportional Hazards Model for Time-Dependent Variables (I) 第10週 4/22 Extension of the Cox Proportional Hazards Model for Time-Dependent Variables (II) 第11週 4/29 期中考 第12週 5/6 Parametric Survival Models 第13週 5/13 Inference for Parametric Survival Model 第14週 5/20 Advanced Topics in Survival Analysis(I) 第15週 5/27 Advanced Topics in Survival Analysis(II) /書報討論(王亮博、卓榮宏、廖秀文) 第16週 6/3 書報討論 (梁富珍、蘇泓洸、顏孟楷) 第17週 6/10 書報討論 (林雨儂、李冠霆、熊雅璇) 第18週 6/17 期末報告 (陳思穎、林軒逸)