工具变量
广义矩量法
计量经济学
数学
鉴定(生物学)
弱测量
统计
应用数学
面板数据
物理
植物
量子力学
量子
生物
作者
James H. Stock,Jonathan H. Wright,Motohiro Yogo
标识
DOI:10.1198/073500102288618658
摘要
Weak instruments arise when the instruments in linear instrumental variables (IV) regression are weakly correlated with the included endogenous variables. In generalized method of moments (GMM), more generally, weak instruments correspond to weak identification of some or all of the unknown parameters. Weak identification leads to GMM statistics with nonnormal distributions, even in large samples, so that conventional IV or GMM inferences are misleading. Fortunately, various procedures are now available for detecting and handling weak instruments in the linear IV model and, to a lesser degree, in nonlinear GMM.
科研通智能强力驱动
Strongly Powered by AbleSci AI