کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1144705 957429 2015 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Vector-on-function quantile regression for stationary ergodic processes
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
پیش نمایش صفحه اول مقاله
Vector-on-function quantile regression for stationary ergodic processes
چکیده انگلیسی

This paper deals with quantile regression of a vector response (Y∈RqY∈Rq, q≥2q≥2) on a functional covariate XX that takes values in an infinite dimensional space. The main purpose is to introduce a kernel-type estimator of the conditional geometric quantiles whenever functional strictly stationary ergodic data are considered. We established the strong consistency with rate of the proposed estimator as well as the asymptotic distribution that leads to build a confidence region for the multivariate quantile regression. We gave also an application to joint horizon time series forecasting.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of the Korean Statistical Society - Volume 44, Issue 2, June 2015, Pages 161–178
نویسندگان
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