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Survival Analysis
Curriculum
6 Sections
21 Lessons
Lifetime
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Administration
1
1.1
Notes
Survival Analysis Intro
3
2.1
Intro to Survival Analysis
2.2
Simple ML Example
2.3
Survival Function Role in Maximum Likelihood
Non Parametric Estimators
2
3.1
Kaplan Meier (KM) & Nelson Aalen (NA) Estimators
3.2
Mean & Restricted Mean vs. Median
Survival Regression Models
5
4.1
Cox Proportional Hazard (CoxPH)
4.2
Cox Proportional Hazard – Partial Likelihood
4.3
Breslow Estimator for the Baseline Hazard
4.4
Notebook – Basic CoxPH Example
4.5
Notebook – Sample from a CoxPH model
Parametric Models
4
5.1
Accelerated Failure Time (AFT)
5.2
Notebook – Basic AFT Example
5.3
AFT vs. CoxPH
5.4
Notebook – AFT vs. CoxPH
CoxPH Extensions
6
6.1
Stratified Cox
6.2
Stratified Cox – Code
6.3
Extended Cox
6.4
Extended Cox – Code
6.5
Clustered Cox
6.6
Clustered Cox – Code
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