Short panel data quantile regression model with flexible correlated effects
Econometric ReviewsI propose an alternative linear model for short panel data quantile regression. The model assumes a nonparametric correlated effect (CE) that is τ-quantile-specific and time-invariant.
Doosoo Kim
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Nonparametric Testing of an Exclusion Restriction in Quantile Regression
Communications in Statistics - Theory and Methods, 2008Using the framework proposed by Bickel et al. (2006), we provide a score-based testing method to check the exclusion restriction in quantile regression, i.e., H: να(Y|U, V) = να(Y|U) w.p.1, where να denotes the αth (0
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Nonparametric Quantile Regression Estimation With Mixed Discrete and Continuous Data
Journal of Business and Economic Statistics, 2021Degui Li, Qi Li
exaly
Sparse high-dimensional semi-nonparametric quantile regression in a reproducing kernel Hilbert space
Computational Statistics & Data Analysis, 2021Yue Wang, Yan Zhou, Rui Li, Heng Lian
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A Nonparametric Model Checking Test for Functional Linear Composite Quantile Regression Models
Journal of Systems Science and ComplexityLili Xia, Jiang Du, Zhongzhan Zhang
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Nonparametric Quantile Regression for Homogeneity Pursuit in Panel Data Models
Journal of Business and Economic Statistics, 2023Di Wang, Heng Lian, Guodong Li
exaly
Nonparametric quantile regression estimation for functional data with responses missing at random
, 2020Dengke Xu, Jiang Du
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RODEO for Sparse Nonparametric Regression and Quantile Regression with Censored Data
2007RODEO is a recently developed general strategy for nonparametric estimation based on the regularization of the estimator derivatives with respect to the smoothing parameters. In the original nonparametric regression framework, RODEO results in a simple yet effective new algorithm for simultaneous bandwidth and variable selection with interesting ...
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Fast Nonparametric Quantile Regression With Arbitrary Smoothing Methods
Journal of Computational and Graphical Statistics, 2011Hee-Seok Oh, Thomas C M Lee
exaly

