ASM2 Slides, code and other material - EMbeDS-education/ComputingDataAnalysisModeling20242025 GitHub Wiki

Class 1: Introduction

• Introduction to Applied Statistical Modelling 2: General information about the course, final exam, and introduction to time-to-event data and approaches for their description

Class 2: Analysis of time-to-event data

• Analysis of time-to-event data: Description and of time-to-event data and interpretation of results
• Exercise on R:
  • Sample code for description of time-to-event data
• Database for exercise
• Database for the assignment

Class 3: Regression models for survival data

• Survival regression models and the semi-parametric Cox proportional hazard model
• Exercise on R:
  • Sample code for Cox regression

Class 4:

• Slides on "extensions" of the Cox model and competing risk-analysis
• Exercise on R:
  • Sample code for further model check in Cox regression, stratified Cox model, competing risk analysis
  • Further reading and examples on competing risk analysis

Database

• At this link, you will find all the databases covered in the different lectures. The directory also contains other databases that you can use to practice your skills or prepare your project for the final exam.