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Statistics
Non-parametric Methods
1. Introduction to Non-parametric Statistics
2. Fundamental Concepts and Tools
3. One-Sample Tests
4. Two-Sample Tests
5. Multiple Sample Tests
6. Measures of Association
7. Non-parametric Regression and Smoothing
8. Advanced Resampling Methods
9. Survival Analysis Methods
10. Multivariate Non-parametric Methods
11. Practical Implementation
12. Advanced Topics and Extensions
9.
Survival Analysis Methods
9.1.
Non-parametric Survival Estimation
9.1.1.
Kaplan-Meier Estimator
9.1.1.1.
Construction and Properties
9.1.1.2.
Confidence Intervals
9.1.1.3.
Median Survival Time
9.1.2.
Life Table Method
9.1.2.1.
Actuarial Approach
9.1.2.2.
Interval Construction
9.2.
Comparing Survival Curves
9.2.1.
Log-rank Test
9.2.1.1.
Test Construction
9.2.1.2.
Stratified Log-rank Test
9.2.2.
Wilcoxon Test for Survival
9.2.2.1.
Gehan-Breslow Test
9.2.2.2.
Peto-Peto Test
9.2.3.
Weighted Log-rank Tests
9.2.3.1.
Fleming-Harrington Family
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8. Advanced Resampling Methods
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10. Multivariate Non-parametric Methods