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Ước lượng Trung bình Nhóm Ảnh hưởng Tương quan Chung (CCEMG)×Ước lượng nhóm trung bình tăng cường (AMG)×Hồi quy Bình phương Tối thiểu Thông thường (OLS)×Các kiểm định đồng tích hợp bảng (Pedroni, Kao, Westerlund)×Mô hình Hiệu ứng Cố định Dữ liệu Bảng×
Lĩnh vựcKinh tế lượngKinh tế lượngKinh tế lượngKinh tế lượngKinh tế lượng
HọRegression modelRegression modelRegression modelRegression modelRegression model
Năm ra đời20062010201920042014
Người khởi xướngM. Hashem PesaranEberhardt & Teal; Bond & EberhardtWooldridge (textbook treatment); classical least squaresPedroni; Kao; WesterlundHsiao (textbook treatment); within transformation of panel data
LoạiHeterogeneous panel estimatorHeterogeneous panel data estimatorLinear regressionPanel cointegration testPanel data regression
Công trình gốcPesaran, M. H. (2006). Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure. Econometrica, 74(4), 967-1012. DOI ↗Eberhardt, M. & Teal, F. (2010). Productivity Analysis in Global Manufacturing Production. Economics Series Working Papers, No. 515, University of Oxford. link ↗Wooldridge, J. M. (2019). Introductory Econometrics: A Modern Approach (7th ed.). Cengage Learning. ISBN: 978-1337558860Pedroni, P. (2004). Panel Cointegration: Asymptotic and Finite Sample Properties of Pooled Time Series Tests with an Application to the PPP Hypothesis. Econometric Theory, 20(3), 597–625. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
Tên gọi kháccommon correlated effects, CCE, CCEMG, Pesaran CCE estimatorAMG estimator, augmented mean group, Artırılmış Ortalama Grup Tahmincisi (AMG)ordinary least squares, classical linear regression, linear regression, en küçük kareler regresyonuPedroni cointegration test, Kao cointegration test, Westerlund cointegration test, panel long-run equilibrium testsfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
Liên quan44535
Tóm tắtThe Common Correlated Effects Mean Group estimator, introduced by Pesaran in 2006, is a heterogeneous panel-data estimator that controls for cross-sectional dependence by approximating unobserved common factors with the cross-section averages of the variables. It remains consistent when the slope coefficients differ across units.The Augmented Mean Group estimator, developed by Eberhardt and Teal (2010), is a panel data method for estimating heterogeneous slope coefficients in the presence of cross-sectional dependence. It approximates the unobserved common dynamic process driving all units and folds it into unit-by-unit regressions, then averages the results.Ordinary Least Squares is the classical linear regression method that explains a continuous outcome as a linear combination of predictors. It estimates the coefficients by minimising the sum of squared residuals, and under the Gauss-Markov assumptions these estimates are the best linear unbiased estimator (BLUE).Panel cointegration tests check whether a set of integrated variables share a stable long-run equilibrium relationship across a panel of cross-sectional units. Pedroni (1999, 2004) provides heterogeneous-panel tests with seven statistics, Kao (1999) gives an ADF-based homogeneous-panel test, and Westerlund (2007) adds error-correction-based tests robust to structural breaks and cross-sectional dependence.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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ScholarGateSo sánh phương pháp: CCEMG Estimator · Augmented Mean Group Estimator · OLS Regression · Panel Cointegration Tests · Panel Fixed Effects. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare