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An introduction to instrumental variables for epidemiologists

International Journal of Epidemiology · 2000 · Vol. 29(4) · pp. 722–729
Sander Greenland

Abstract

Instrumental-variable (IV) methods were invented over 70 years ago, but remain uncommon in epidemiology. Over the past decade or so, non-parametric versions of IV methods have appeared that connect IV methods to causal and measurement-error models important in epidemiological applications. This paper provides an introduction to those developments, illustrated by an application of IV methods to non-parametric adjustment for non-compliance in randomized trials.

Advanced Causal Inference TechniquesStatistical Methods and Bayesian InferenceStatistical Methods and InferenceInstrumental variableEpidemiologyCausal inferenceMedicineEconometricsComputer scienceMathematicsPathology

MeSH terms

ChildClinical Trials as TopicData Interpretation, StatisticalHumansPatient ComplianceResearch DesignStatistics as TopicVitamin AReproducibility of ResultsBiasConfounding Factors, EpidemiologicEffect Modifier, Epidemiologic
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References
Identification of Causal Effects Using Instrumental Variables
Journal of the American Statistical Association · 1996 · 4,064 citations
Identification of Causal Effects Using Instrumental Variables
Journal of the American Statistical Association · 1996 · 4,135 citations
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