Bibliografie
Journal Article
Parametric Elliptical Regression Quantiles
,
: Revstat Statistical Journal vol.18, 3 (2020), p. 257-280
: GA17-07384S, GA ČR, GA14-07234S, GA ČR
: multiple-output regression, quantile regression, nonlinear regression, elliptical quantile
: http://library.utia.cas.cz/separaty/2018/SI/siman-0493763.pdf
: https://www.ine.pt/revstat/pdf/ONPARAMETRICELLIPTICALREGRESSIONQUANTILES.pdf
(eng): The article extends linear and nonlinear quantile regression to the case of vector responses by generalizing multivariate elliptical quantiles to a regression context. In particular, it introduces parametric elliptical quantile regression in a general nonlinear multivariate heteroscedastic framework and discusses, investigates, and illustrates the new method in some detail, including basic properties, various parametrizations, possible heteroscedastic patterns, related computational issues, model validation, and a real biometric data example. The method seems suitable for multi-response regression models with symmetric errors, especially if the dimension of responses is less than ten and if the right parametrization of the model follows from the context.
: BA
: 10101