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1. Introduction
2. Outline
3. Survival analysis
4. What is survival analysis?
5. Types of studies
6. Probability functions
7. Survival function, median/mean survival time
8. Hazard function and cumulative hazard function
9. Relationship of probability functions
10. Censoring
11. Right censoring
12. Interval censoring
13. Left censoring
14. Truncation
15. Estimators of survival function
16. Kaplan Meier estimator
17. Kaplan Meier example
18. Nelson-Aalen estimator
19. Log rank test
20. Cox regression model
21. Components of a cox regression model
22. Proportional hazards assumption
23. Test for proportional hazards assumption
24. Diagnostics for cox model
25. Time-dependent covariates
26. Competing risk
27. Statistical methods for competing risk
28. Selection bias in randomized clinical trials
29. Frailty models
30. Types of frailty models
31. Statistical software

Topics Covered

• Censoring
• Truncation
• Survival probability
• Failure probability
• Probability Density Function
• Hazard function
• Cumulative Hazard Function
• Kaplan Meier
• Semi-parametric
• Nelson-Aalen Estimator
• Log rank test
• Selection Bias
• Frailty models
• Competing risk

Links

Series:

• The Risk of Bias in Randomized Clinical Trials

Categories:

• Methods
• Pharmaceutical Sciences

Talk Citation

Publication History

• Published on October 31, 2016