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Test for single-index composite quantile regression

Year 2014, Volume: 43 Issue: 5, 861 - 871, 01.10.2014

Abstract

It is known that composite quantile regression estimator could be much
more efficient and sometimes arbitrarily more efficient than the least
squares estimator. In this paper, tests for the index parameter and
index function in the single-index composite quantile regression are
considered. The asymptotic behaviors of the proposed tests are established and their limiting null distributions are demonstrated to follow
an asymptotically χ
2
-distribution. The simulation studies and a real
data application are conducted to illustrate the finite sample performance of the proposed methods. 

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Year 2014, Volume: 43 Issue: 5, 861 - 871, 01.10.2014

Abstract

References

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There are 1 citations in total.

Details

Primary Language English
Journal Section Statistics
Authors

Rong Jiang This is me

Wei-min Qian This is me

Zhan-gong Zhou This is me

Publication Date October 1, 2014
Published in Issue Year 2014 Volume: 43 Issue: 5

Cite

APA Jiang, R., Qian, W.-m., & Zhou, Z.-g. (2014). Test for single-index composite quantile regression. Hacettepe Journal of Mathematics and Statistics, 43(5), 861-871.
AMA Jiang R, Qian Wm, Zhou Zg. Test for single-index composite quantile regression. Hacettepe Journal of Mathematics and Statistics. October 2014;43(5):861-871.
Chicago Jiang, Rong, Wei-min Qian, and Zhan-gong Zhou. “Test for Single-Index Composite Quantile Regression”. Hacettepe Journal of Mathematics and Statistics 43, no. 5 (October 2014): 861-71.
EndNote Jiang R, Qian W-m, Zhou Z-g (October 1, 2014) Test for single-index composite quantile regression. Hacettepe Journal of Mathematics and Statistics 43 5 861–871.
IEEE R. Jiang, W.-m. Qian, and Z.-g. Zhou, “Test for single-index composite quantile regression”, Hacettepe Journal of Mathematics and Statistics, vol. 43, no. 5, pp. 861–871, 2014.
ISNAD Jiang, Rong et al. “Test for Single-Index Composite Quantile Regression”. Hacettepe Journal of Mathematics and Statistics 43/5 (October 2014), 861-871.
JAMA Jiang R, Qian W-m, Zhou Z-g. Test for single-index composite quantile regression. Hacettepe Journal of Mathematics and Statistics. 2014;43:861–871.
MLA Jiang, Rong et al. “Test for Single-Index Composite Quantile Regression”. Hacettepe Journal of Mathematics and Statistics, vol. 43, no. 5, 2014, pp. 861-7.
Vancouver Jiang R, Qian W-m, Zhou Z-g. Test for single-index composite quantile regression. Hacettepe Journal of Mathematics and Statistics. 2014;43(5):861-7.