全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

Parker Test for Heteroskedasticity Based on Sample Fitted Values

DOI: 10.4236/ojs.2021.113024, PP. 400-408

Keywords: Multiple Linear Regression Model, Parker Test, Fitted Values, Heteroskedasticity Test

Full-Text   Cite this paper   Add to My Lib

Abstract:

To address the drawbacks of the traditional Parker test in multivariate linear models: the process is cumbersome and computationally intensive, we propose a new heteroscedasticity test. A new heteroskedasticity test is proposed using the fitted values of the samples as new explanatory variables, reconstructing the regression model, and giving a new heteroskedasticity test based on the significance test of the coefficients, it is also compared with the existing Parker test which is improved using the principal component idea. Numerical simulations and empirical analyses show that the improved Parker test with the fitted values of the samples proposed in this paper is superior.

References

[1]  Denniscook, R. and Weisberg, S. (1983) Diagnostics for Heteroscedasticity in Regression. Biometrika, 70, 1-10.
https://doi.org/10.1093/biomet/70.1.1
[2]  Park, R.E. (1966) Estimation with Heteroscedastic Error Terms. Econometrica, 34, 888.
https://doi.org/10.2307/1910108
[3]  Yin, Y. and Carroll, R.J. (1990) A Diagnostic for Heteroscedasticity Based on the Spearman Rank Correlation. Statistics & Probability Letters, 10, 69-76.
https://doi.org/10.1016/0167-7152(90)90114-M
[4]  Glejser, H. (1969) A New Test for Heteroscedasticity. Journl of the American Statistical Association, 64, 316-323.
https://doi.org/10.1080/01621459.1969.10500976
[5]  White, H. (1980) A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heterosedasticity. Econometrica, 48, 817-838.
https://doi.org/10.2307/1912934
[6]  Goldfeld, S.M. and Quandt, R.E. (1965) Some Tests for Homoscedasticity. Publications of the American Statistical Association, 60, 539-547.
https://doi.org/10.1080/01621459.1965.10480811
[7]  Zhang, S. and Yu, Q.W. (1984) Econometrics. Shanghai Jiao Tong University Press, Shanghai.
[8]  Bai, X.M. (2002) Test Methods and Review of Heterovariance. Journal of Northeastern University of Finance and Economics, 26-29.
[9]  Liu, M. and Huang, H.J. (2018) Improvement of the Isovariance G-Q Test Method. Statistics and Information Forum, 33, 3-9.
[10]  Tan, X. and Deng, G.M. (2019) Improvement of the Iisovariance Parker Inspection Method. Statistics and Information Forum, 34, 10-16.

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133