On model selection and model misspecification in causal inference
Author:
Affiliation:
1. Department of Applied Mathematics and Computer Sciences, Ghent University, 281 (S9) Krijgslaan, 9000 Ghent, Belgium.
2. OR & Business Statistics and Leuven Statistics Research Center, K.U. Leuven, Naamsestraat 69, 3000 Leuven, Belgium.
Abstract
Publisher
SAGE Publications
Subject
Health Information Management,Statistics and Probability,Epidemiology
Link
http://journals.sagepub.com/doi/pdf/10.1177/0962280210387717
Reference60 articles.
1. Local Versus Global Models for Classification Problems
2. The Focused Information Criterion
3. Adjustment uncertainty in effect estimation
4. Estimating Causal Effects from Large Data Sets Using Propensity Scores
5. The central role of the propensity score in observational studies for causal effects
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