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Symmetry-based inference in an instrumental variable setting
- Source :
- Journal of Econometrics, 142(1), 28-49. Elsevier Science
- Publication Year :
- 2008
- Publisher :
- Elsevier Science, 2008.
-
Abstract
- We describe exact inference based on group-invariance assumptions that specify various forms of symmetry in the distribution of a disturbance vector in a general nonlinear model. It is shown that such mild assumptions can be equivalently formulated in terms of exact confidence sets for the parameters of the functional form. When applied to the linear model, this exact inference provides a unified approach to a variety of parametric and distribution-free tests. In particular, we consider exact instrumental variable inference, based on symmetry assumptions. The unboundedness of exact confidence sets is related to the power to reject a hypothesis of underidentification. In a multivariate instrumental variables context, generalizations of Anderson-Rubin confidence sets are considered. (C) 2007 Elsevier B.V. All rights reserved.
- Subjects :
- Exact statistics
Economics and Econometrics
distribution-free methods
MODELS
Inference
STRUCTURAL PARAMETERS
CONFIDENCE-INTERVALS
Frequentist inference
REGRESSION
Calculus
nonparametric tests
Applied mathematics
MEDIAN-UNBIASED ESTIMATION
Parametric statistics
Mathematics
SMALL SAMPLE PROPERTIES
Applied Mathematics
Instrumental variable
Linear model
Nonparametric statistics
ECONOMETRICS
WEAK INSTRUMENTS
Anderson-Rubin confidence sets
exact inference
TESTS
Fiducial inference
Subjects
Details
- Language :
- English
- ISSN :
- 03044076
- Volume :
- 142
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Journal of Econometrics
- Accession number :
- edsair.doi.dedup.....76e9a7ccbdfcf9805ee44b3f50df1ab6