介紹存活分析方法之原理與應用,使學生進一步瞭解存活分析的應用。
This course provides students with the fundamental background and application in survival analysis.
先修科目Prerequisites
生物統計學
Biostatistics
教學方式Teaching Methods
講課
Lecturing
學生實作
Student hands-on practice
習題練習、書面報告
Exercise, Written report
評量方式Assessment
期中筆試
Midterm exam
隨堂筆試測驗
In-class exam
期末筆試
Final exam
出席狀況
Class attendance
課堂參與與表現
Class involvement
隨堂作業(40%)、期中上機考(20%)、期末上機考(20%)、出席狀況(10%)、課堂參與與表現 (10%)
參考書目Reference
Survival Analysis: A Self-Learning Text, Third Edition, 2012. David G Kleinbaum & Mitchel Klein.
教學進度Course Schedule
2021/03/05 課程簡介&基本統計概念回顧
Introduction & Review of basic statistical concepts
廖麗娜(LIAO,LI-NA) 2021/03/12 存活分析介紹
Introduction to survival analysis
廖麗娜(LIAO,LI-NA) 2021/03/19 存活曲線圖及檢定 (I)
Kaplan-Meier survival curves and the log-rank test (I)
廖麗娜(LIAO,LI-NA) 2021/03/26 存活曲線圖及檢定 (II)
Kaplan-Meier survival curves and the log-rank test (II)
廖麗娜(LIAO,LI-NA) 2021/04/02 補兒童節放假
Holiday
廖麗娜(LIAO,LI-NA) 2021/04/09 Cox比例風險模型及其特點 (I)
The Cox proportional hazards model and its characteristics (I)
廖麗娜(LIAO,LI-NA) 2021/04/16 Cox比例風險模型及其特點 (II)
The Cox proportional hazards model and its characteristics (II)
廖麗娜(LIAO,LI-NA) 2021/04/23 期中考試-上機考
Midterm exam
廖麗娜(LIAO,LI-NA) 2021/04/30 Cox比例風險模型及其特點 (III)
The Cox proportional hazards model and its characteristics (III)
廖麗娜(LIAO,LI-NA) 2021/05/07 評估等比例風險假設 (I)
Evaluating the proportional hazards assumption (I)
廖麗娜(LIAO,LI-NA) 2021/05/14 評估等比例風險假設 (II)
Evaluating the proportional hazards assumption (II)
廖麗娜(LIAO,LI-NA) 2021/05/21 分層Cox程序
The stratified Cox procedure
廖麗娜(LIAO,LI-NA) 2021/05/28 時間相依共變數之存活分析 (I)
Extension of the Cox proportional hazards model for time-dependent variables (I)
廖麗娜(LIAO,LI-NA) 2021/06/04 時間相依共變數之存活分析 (II)
Extension of the Cox proportional hazards model for time-dependent variables (II)
廖麗娜(LIAO,LI-NA) 2021/06/11 復發事件之存活分析
Recurrent event survival analysis
廖麗娜(LIAO,LI-NA) 2021/06/18 競爭風險之存活分析
Competing risks survival analysis
廖麗娜(LIAO,LI-NA) 2021/06/25 期末考試-上機考
Final exam
廖麗娜(LIAO,LI-NA) 2021/07/02 線上檢討考卷
Online discussion
廖麗娜(LIAO,LI-NA)