HemSök efter kurserR 3 - Advanced regression models & survival analysis

R 3 – Advanced regression models & survival analysis

This course covers some common but advanced regression models as well as survival analysis. We’ll cover non-linear regression models like logistic regression and Poisson regression, where the response variable can be either binary (yes/no) or counts. In survival analysis, we’ll have a look at Kaplan-Meier survival curves and regression models, including Cox proportional hazards regression.


Utbildningsformer
Remote

Längd
1 dag

Pris
8500 kr

Aims

To be able to use R to fit, visualise and interpret models for logistic regression, count regression and survival analysis.

Prerequisites

R1 and R2 or similar.

Course Content: R3 – Advanced regression models & survival analysis

GENERALISED LINEAR MODELS

  • Logistic regression
  • Poisson regression and negative binomial regression
  • Fitting, building and validating models

SURVIVAL ANALYSIS

  • Kaplan-Meier curves
  • Log rank test
  • Cox PH regression
  • Accelerated failure time models