کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5095510 1376467 2017 47 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Minimum distance from independence estimation of nonseparable instrumental variables models
ترجمه فارسی عنوان
حداقل فاصله از مدل استقلال مدل متغیرهای سازمانی غیر سازگار
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
چکیده انگلیسی
I develop a semiparametric minimum distance from independence estimator for a nonseparable instrumental variables model. An independence condition identifies the model for many types of discrete and continuous instruments. The estimator is taken as the parameter value that most closely satisfies this independence condition. Implementing the estimator requires a quantile regression of the endogenous variables on the instrument, so the procedure is two-step, with a finite or infinite-dimensional nuisance parameter in the first step. I prove consistency and establish asymptotic normality for a parametric, but flexibly nonlinear outcome equation. The consistency of the nonparametric bootstrap is also shown. I illustrate the use of the estimator by estimating the returns to schooling using data from the 1979 National Longitudinal Survey.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Econometrics - Volume 199, Issue 1, July 2017, Pages 35-48
نویسندگان
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