Causal Inference without Models
8
Selection Bias
Causal Inference: What If
Introduction: Towards Less Causal Causal Inferences
Causal Inference without Models
1
A Definition of Causal Effect
2
Randomized Experiments
3
Observational Studies
4
Effect Modification
5
Interaction
6
Graphical Representation of Causal Effects
7
Confounding
8
Selection Bias
9
Measurement Bias and “Noncausal” Diagrams
10
Random Variability
Causal Inference with Models
11
Why Model?
12
IP Weighting and Marginal Structural Models
Table of contents
8.1
The structure of selection bias
8.2
Examples of selection bias
8.3
Selection bias and confounding
8.4
Selection bias and censoring
8.5
How to adjust selection bias
8
Selection Bias
8.1
The structure of selection bias
8.2
Examples of selection bias
8.3
Selection bias and confounding
8.4
Selection bias and censoring
8.5
How to adjust selection bias
7
Confounding
9
Measurement Bias and “Noncausal” Diagrams