第一單元：多變項模型建立與應用
透過SPSS實作，深入瞭解多變項模型的建立，包括：模型的建置策略、變數的選取、共線性，並探討與之相關的統計控制技巧
相關文章：
第二單元：醫學統計上常用的統計回歸模型
- 線性迴歸
- 虛擬變項設定
- 迴歸係數的種類以及解釋
- 羅吉斯迴歸
- 存活分析
- KM 存活曲線 (Log-rank test)
- Cox 迴歸 (Cox proportional hazards model)
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https://dasanlin888.pixnet.net/blog/post/406709977
https://dasanlin888.pixnet.net/blog/post/407588518
https://dasanlin888.pixnet.net/blog/post/34468877
https://dasanlin888.pixnet.net/blog/post/34468886
https://dasanlin888.pixnet.net/blog/post/34468919
Unit | Content |
Introduction to multivariable regression analysis | The meaning of multivariable adjustment, Epidemiology of statistical test, Multicollinearity, Sample size consideration, and Model building strategy (Univariate screening, Stepwise selection) |
Linear regression | Equation of regression formula, Two types of regression coefficient, and Dummy coding |
Logistic regression | Type of risk ratio and interpretation of odds ratio |
Survival analysis | Kaplan-Meier survival curve, Log-rank test, and Cox proportional hazard model |
