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Volumn 39, Issue 4, 2007, Pages 709-722

Using heteroskedasticity-consistent standard error estimators in OLS regression: An introduction and software implementation

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EID: 37349054157     PISSN: 1554351X     EISSN: None     Source Type: Journal    
DOI: 10.3758/BF03192961     Document Type: Article
Times cited : (907)

References (46)
  • 1
    • 0036840399 scopus 로고    scopus 로고
    • On some heteroskedasticity-robust estimators of variance-covariance matrix of the least-squares estimators
    • BERA, A. K., SUPRAYITNO, T., & PREMARATNE, G. (2002). On some heteroskedasticity-robust estimators of variance-covariance matrix of the least-squares estimators. Journal of Statistical Planning & Inference, 108, 121-136.
    • (2002) Journal of Statistical Planning & Inference , vol.108 , pp. 121-136
    • BERA, A.K.1    SUPRAYITNO, T.2    PREMARATNE, G.3
  • 4
    • 84958839520 scopus 로고
    • A simple test for heteroskedasticity and random coefficient variation
    • BREUSCH, T. S., & PAGAN, A. R. (1979). A simple test for heteroskedasticity and random coefficient variation. Econometrica, 47, 1287-1294.
    • (1979) Econometrica , vol.47 , pp. 1287-1294
    • BREUSCH, T.S.1    PAGAN, A.R.2
  • 5
    • 85127390353 scopus 로고    scopus 로고
    • A new test of linear hypotheses in OLS regression under heteroskedasticity of unknown form
    • in press
    • CAI, L., & HAYES, A. F. (in press). A new test of linear hypotheses in OLS regression under heteroskedasticity of unknown form. Journal of Educational & Behavioral Statistics.
    • Journal of Educational & Behavioral Statistics
    • CAI, L.1    HAYES, A.F.2
  • 6
    • 2142803660 scopus 로고    scopus 로고
    • Variances are not always nuisance parameters
    • CARROLL, R. J. (2003). Variances are not always nuisance parameters. Biometrics, 59, 211-220.
    • (2003) Biometrics , vol.59 , pp. 211-220
    • CARROLL, R.J.1
  • 8
    • 0000451048 scopus 로고
    • The bias of a heteroskedasticity consistent covariance matrix estimator
    • CHESHER, A., & JEWITT, I. (1987). The bias of a heteroskedasticity consistent covariance matrix estimator. Econometrica, 55, 1217-1222.
    • (1987) Econometrica , vol.55 , pp. 1217-1222
    • CHESHER, A.1    JEWITT, I.2
  • 9
    • 0004279494 scopus 로고
    • Diagnostics for heteroskedasticity in regression
    • COOK, R. D., & WEISBERG, S. (1983). Diagnostics for heteroskedasticity in regression. Biometrika, 70, 1-10.
    • (1983) Biometrika , vol.70 , pp. 1-10
    • COOK, R.D.1    WEISBERG, S.2
  • 11
    • 1142304597 scopus 로고    scopus 로고
    • Asymptotic inference under heteroskedasticity of unknown form
    • CRIBARI-NETO, F. (2004). Asymptotic inference under heteroskedasticity of unknown form. Computational Statistics & Data Analysis, 45, 215-233.
    • (2004) Computational Statistics & Data Analysis , vol.45 , pp. 215-233
    • CRIBARI-NETO, F.1
  • 12
    • 0011094274 scopus 로고    scopus 로고
    • Improved heteroskedasticity-consistent covariance matrix estimators
    • CRIBARI-NETO, F., FERRARI, S. L. P., & CORDEIRO, G. M. (2000). Improved heteroskedasticity-consistent covariance matrix estimators. Biometrika, 87, 907-918.
    • (2000) Biometrika , vol.87 , pp. 907-918
    • CRIBARI-NETO, F.1    FERRARI, S.L.P.2    CORDEIRO, G.M.3
  • 13
    • 27844463077 scopus 로고    scopus 로고
    • Numerical evaluation of tests based on different heteroskedasticity-consistent covariance matrix estimators
    • CRIBARI-NETO, F., FERRARI, S. L. P., & OLIVEIRA, W. A. S. C. (2005). Numerical evaluation of tests based on different heteroskedasticity-consistent covariance matrix estimators. Journal of Statistical Computation & Simulation, 75, 611-628.
    • (2005) Journal of Statistical Computation & Simulation , vol.75 , pp. 611-628
    • CRIBARI-NETO, F.1    FERRARI, S.L.P.2    OLIVEIRA, W.A.S.C.3
  • 14
    • 0035648061 scopus 로고    scopus 로고
    • Heteroskedasticity-consistent covariance matrix estimation: White's estimator and the bootstrap
    • CRIBARI-NETO, F., & ZARKOS, S. G. (2001). Heteroskedasticity-consistent covariance matrix estimation: White's estimator and the bootstrap. Journal of Statistical Computation & Simulation, 68, 391-411.
    • (2001) Journal of Statistical Computation & Simulation , vol.68 , pp. 391-411
    • CRIBARI-NETO, F.1    ZARKOS, S.G.2
  • 19
    • 0015722190 scopus 로고
    • A Monte-Carlo study of asymptotically robust tests for correlation coefficients
    • DUNCAN, G. T., & LAYARD, W. M. J. (1973). A Monte-Carlo study of asymptotically robust tests for correlation coefficients. Biometrika, 60, 551-558.
    • (1973) Biometrika , vol.60 , pp. 551-558
    • DUNCAN, G.T.1    LAYARD, W.M.J.2
  • 20
    • 0038225692 scopus 로고
    • Effect of violation of normality on the t test of the correlation coefficient
    • EDGELL, S. E., & NOON, S. M. (1984). Effect of violation of normality on the t test of the correlation coefficient. Psychological Bulletin, 95, 576-583.
    • (1984) Psychological Bulletin , vol.95 , pp. 576-583
    • EDGELL, S.E.1    NOON, S.M.2
  • 21
    • 0000540433 scopus 로고
    • Asymptotic normality and consistency of the least squares estimator for families of linear regression
    • EICKER, F. (1963). Asymptotic normality and consistency of the least squares estimator for families of linear regression. Annals of Mathematical Statistics, 34, 447-456.
    • (1963) Annals of Mathematical Statistics , vol.34 , pp. 447-456
    • EICKER, F.1
  • 22
    • 0002521839 scopus 로고
    • Limit theorems for regression with unequal and dependent errors
    • L. M. Le Cam & J. Neyman Eds, Berkeley, CA: University of California Press
    • EICKER, F. (1967). Limit theorems for regression with unequal and dependent errors. In L. M. Le Cam & J. Neyman (Eds.), Proceedings of the fifth Berkeley symposium on mathematical statistics and probability. Berkeley, CA: University of California Press.
    • (1967) Proceedings of the fifth Berkeley symposium on mathematical statistics and probability
    • EICKER, F.1
  • 23
    • 0030499060 scopus 로고    scopus 로고
    • Small sample behavior of a robust heteroskedasticity consistent covariance matrix estimator
    • FURNO, M. ( 1996). Small sample behavior of a robust heteroskedasticity consistent covariance matrix estimator. Journal of Statistical Computation & Simulation, 54, 115-128.
    • (1996) Journal of Statistical Computation & Simulation , vol.54 , pp. 115-128
    • FURNO, M.1
  • 24
    • 33646083666 scopus 로고    scopus 로고
    • Tests for regression models with heteroskedasticity of unknown form
    • GODFREY, L. G. (2006). Tests for regression models with heteroskedasticity of unknown form. Computational Statistics & Data Analysis, 50, 2715-2733.
    • (2006) Computational Statistics & Data Analysis , vol.50 , pp. 2715-2733
    • GODFREY, L.G.1
  • 25
    • 0346307302 scopus 로고    scopus 로고
    • Controlling the finite sample significance levels of heteroskedasticity-robust tests of several linear restrictions on regression coefficients
    • GODFREY, L. G., & ORNE, C. D. (2004). Controlling the finite sample significance levels of heteroskedasticity-robust tests of several linear restrictions on regression coefficients. Economics Letters, 82, 281-287.
    • (2004) Economics Letters , vol.82 , pp. 281-287
    • GODFREY, L.G.1    ORNE, C.D.2
  • 28
    • 84948493784 scopus 로고
    • Jackknifing in unbalanced situations
    • HINKLEY, D. V. (1977). Jackknifing in unbalanced situations. Technometrics, 19, 285-292.
    • (1977) Technometrics , vol.19 , pp. 285-292
    • HINKLEY, D.V.1
  • 29
    • 0000250624 scopus 로고
    • The behavior of maximum likelihood estimation under nonstandard conditions
    • L. M. Le Cam & J. Neyman Eds, Berkeley, CA: University of California Press
    • HUBER, P. J. (1967). The behavior of maximum likelihood estimation under nonstandard conditions. In L. M. Le Cam & J. Neyman (Eds.), Proceedings of the fifth Berkeley symposium on mathematical statistics and probability. Berkeley, CA: University of California Press.
    • (1967) Proceedings of the fifth Berkeley symposium on mathematical statistics and probability
    • HUBER, P.J.1
  • 31
    • 0002293811 scopus 로고
    • On the effects of non-normality on the distribution of the sample product-moment correlation coefficient
    • KOWALSKI, C. J. (1973). On the effects of non-normality on the distribution of the sample product-moment correlation coefficient. Applied Statistics, 21, 1-12.
    • (1973) Applied Statistics , vol.21 , pp. 1-12
    • KOWALSKI, C.J.1
  • 32
    • 0034365095 scopus 로고    scopus 로고
    • Using heteroskedasticity consistent standard errors in the linear regression model
    • LONG, J. S., & ERVIN, L. H. (2000). Using heteroskedasticity consistent standard errors in the linear regression model. American Statistician, 54, 217-224.
    • (2000) American Statistician , vol.54 , pp. 217-224
    • LONG, J.S.1    ERVIN, L.H.2
  • 34
    • 0000921289 scopus 로고
    • Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties
    • MACKINNON, J. G., & WHITE, H. (1985). Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties. Journal of Econometrics, 29, 305-325.
    • (1985) Journal of Econometrics , vol.29 , pp. 305-325
    • MACKINNON, J.G.1    WHITE, H.2
  • 37
    • 0039803195 scopus 로고
    • Variance heterogeneity: An outcome to explain or a nuisance factor to control?
    • OLEJNIK, S. F. (1988). Variance heterogeneity: An outcome to explain or a nuisance factor to control? Journal of Experimental Education, 56, 193-197.
    • (1988) Journal of Experimental Education , vol.56 , pp. 193-197
    • OLEJNIK, S.F.1
  • 38
    • 37349122587 scopus 로고
    • Looking for heteroskedasticity: A means of searching for neglected conditional relationships
    • M. L. McLaughlin Ed, Beverly Hills, CA: Sage
    • PERRY, D. K. (1986). Looking for heteroskedasticity: A means of searching for neglected conditional relationships. In M. L. McLaughlin (Ed.), Communication yearbook 9 (pp. 658-670). Beverly Hills, CA: Sage.
    • (1986) Communication yearbook 9 , pp. 658-670
    • PERRY, D.K.1
  • 39
    • 85004788554 scopus 로고
    • Computer-intensive correlational analysis: Bootstrap and approximate randomization techniques
    • RASMUSSEN, J. L. (1989). Computer-intensive correlational analysis: Bootstrap and approximate randomization techniques. British Journal of Mathematical & Statistical Psychology, 42, 103-111.
    • (1989) British Journal of Mathematical & Statistical Psychology , vol.42 , pp. 103-111
    • RASMUSSEN, J.L.1
  • 40
    • 37349067197 scopus 로고
    • On inference in the presence of heteroskedasticity without replicated observations
    • SUDMANT, W., & KENNEDY, P. (1990). On inference in the presence of heteroskedasticity without replicated observations. Communication in Statistics-Simulation & Computation, 19, 491-504.
    • (1990) Communication in Statistics-Simulation & Computation , vol.19 , pp. 491-504
    • SUDMANT, W.1    KENNEDY, P.2
  • 42
    • 0000095552 scopus 로고
    • A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity
    • WHITE, H. (1980). A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity. Econometrica, 48, 817-838.
    • (1980) Econometrica , vol.48 , pp. 817-838
    • WHITE, H.1
  • 46
    • 0001673027 scopus 로고
    • Jackknife bootstrap and other resampling methods in regression analysis
    • WU, C. F. J. (1986). Jackknife bootstrap and other resampling methods in regression analysis. Annals of Statistics, 14, 1261-1295.
    • (1986) Annals of Statistics , vol.14 , pp. 1261-1295
    • WU, C.F.J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.