scholarly journals On falsification of the binary instrumental variable model

Biometrika ◽  
2017 ◽  
pp. asw064
Author(s):  
Linbo Wang ◽  
James M. Robins ◽  
Thomas S. Richardson
Keyword(s):  
Instrumental Variable ◽  
Variable Model ◽  
Instrumental Variable Model

scholarly journals Measurement errors in the binary instrumental variable model

Biometrika ◽  
2019 ◽  
Vol 107 (1) ◽  
pp. 238-245
Author(s):  
Zhichao Jiang ◽  
Peng Ding
Keyword(s):  
Measurement Error ◽  
Instrumental Variable ◽  
Measurement Errors ◽  
Causal Effects ◽  
Sensitivity Analyses ◽  
Variable Model ◽  
Differential Measurement ◽  
True Value ◽  
Instrumental Variable Model ◽  
Outcome Biases

Summary Instrumental variable methods can identify causal effects even when the treatment and outcome are confounded. We study the problem of imperfect measurements of the binary instrumental variable, treatment and outcome. We first consider nondifferential measurement errors, that is, the mismeasured variable does not depend on other variables given its true value. We show that the measurement error of the instrumental variable does not bias the estimate, that the measurement error of the treatment biases the estimate away from zero, and that the measurement error of the outcome biases the estimate toward zero. Moreover, we derive sharp bounds on the causal effects without additional assumptions. These bounds are informative because they exclude zero. We then consider differential measurement errors, and focus on sensitivity analyses in those settings.

Likelihood analysis of the binary instrumental variable model

Biometrika ◽  
2011 ◽  
Vol 98 (4) ◽  
pp. 987-994 ◽  
Author(s):  
R. R. Ramsahai ◽  
S. L. Lauritzen
Keyword(s):  
Instrumental Variable ◽  
Variable Model ◽  
Likelihood Analysis ◽  
Instrumental Variable Model

Bias testing, bias correction, and confounder selection using an instrumental variable model

2020 ◽  
Vol 39 (29) ◽  
pp. 4386-4404
Author(s):  
Byeong Yeob Choi ◽  
Jason P. Fine ◽  
M. Alan Brookhart
Keyword(s):  
Bias Correction ◽  
Instrumental Variable ◽  
Variable Model ◽  
Testing Bias ◽  
Confounder Selection ◽  
Instrumental Variable Model

scholarly journals Nonparametric Bounds for the Causal Effect in a Binary Instrumental-Variable Model

2011 ◽  
Vol 11 (3) ◽  
pp. 345-367 ◽  
Author(s):  
Tom M. Palmer ◽  
Roland R. Ramsahai ◽  
Vanessa Didelez ◽  
Nuala A. Sheehan
Keyword(s):  
Instrumental Variable ◽  
Causal Effect ◽  
Variable Model ◽  
Nonparametric Bounds ◽  
Instrumental Variable Model

Factors affecting agricultural land transfer-out in China: a semiparametric instrumental variable model

2019 ◽  
Vol 26 (20) ◽  
pp. 1729-1733 ◽  
Author(s):  
Meishan Jiang ◽  
Jingrong Li ◽  
Krishna P. Paudel ◽  
Yunsheng Mi
Keyword(s):  
Instrumental Variable ◽  
Agricultural Land ◽  
Variable Model ◽  
Factors Affecting ◽  
Land Transfer ◽  
Instrumental Variable Model

scholarly journals An instrumental variable model of multiple discrete choice

10.3982/qe240 ◽  
2013 ◽  
Vol 4 (2) ◽  
pp. 157-196 ◽  
Author(s):  
Andrew Chesher ◽  
Adam M. Rosen ◽  
Konrad Smolinski
Keyword(s):  
Discrete Choice ◽  
Instrumental Variable ◽  
Variable Model ◽  
Instrumental Variable Model

scholarly journals Erratum: On falsification of the binary instrumental variable model

Biometrika ◽  
2017 ◽  
Vol 104 (1) ◽  
pp. e1-e1 ◽  
Author(s):  
Linbo Wang ◽  
James M. Robins ◽  
Thomas S. Richardson
Keyword(s):  
Instrumental Variable ◽  
Variable Model ◽  
Instrumental Variable Model
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