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来源类型Working Paper
规范类型报告
DOI10.3386/w13134
来源IDWorking Paper 13134
Instrumental Variables Estimation of Heteroskedastic Linear Models Using All Lags of Instruments
Kenneth D. West; Ka-fu Wong; Stanislav Anatolyev
发表日期2007-05-29
出版年2007
语种英语
摘要We propose and evaluate a technique for instrumental variables estimation of linear models with conditional heteroskedasticity. The technique uses approximating parametric models for the projection of right hand side variables onto the instrument space, and for conditional heteroskedasticity and serial correlation of the disturbance. Use of parametric models allows one to exploit information in all lags of instruments, unconstrained by degrees of freedom limitations. Analytical calculations and simulations indicate that there sometimes are large asymptotic and finite sample efficiency gains relative to conventional estimators (Hansen (1982)), and modest gains or losses depending on data generating process and sample size relative to quasi-maximum likelihood. These results are robust to minor misspecification of the parametric models used by our estimator.
主题Econometrics ; Estimation Methods
URLhttps://www.nber.org/papers/w13134
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/570803
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Kenneth D. West,Ka-fu Wong,Stanislav Anatolyev. Instrumental Variables Estimation of Heteroskedastic Linear Models Using All Lags of Instruments. 2007.
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