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비선형 시스템 GMM×패널 데이터 고정 효과 모형×
분야계량경제학계량경제학
계열Regression modelRegression model
기원 연도19822014
창시자Lars Peter HansenHsiao (textbook treatment); within transformation of panel data
유형System estimatorPanel data regression
원전Hansen, L. P. (1982). Large sample properties of generalized method of moments estimators. Econometrica, 50(4), 1029–1054. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
별칭NLS-GMM, nonlinear system generalized method of moments, system GMM for nonlinear models, NL-SGMMfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
관련45
요약Nonlinear System GMM extends the Generalized Method of Moments framework to estimate a system of structural equations in which the parameter vector enters the moment conditions nonlinearly. It jointly exploits moment restrictions across multiple equations, yielding efficiency gains over single-equation approaches when the equations share parameters or have correlated disturbances.The Panel Data Fixed Effects model estimates relationships from panel data (the same units observed over several time periods) while controlling for unit- and/or time-specific effects, supporting causal inference. It is developed as the within estimator in standard treatments such as Hsiao's Analysis of Panel Data (2014).
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