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The regression curve estimation by using mixed smoothing spline and kernel (MsS-K) model.

Authors :
Hidayat, Rahmat
Budiantara, I. Nyoman
Otok, Bambang W.
Ratnasari, Vita
Source :
Communications in Statistics: Theory & Methods. 2021, Vol. 50 Issue 17, p3942-3953. 12p.
Publication Year :
2021

Abstract

In this article, we propose a new method in estimating non parametric regression curve. This method combines the smoothing Spline and Kernel functions. Estimation of the estimator is completed by minimizing penalized least square. To see the performance of the model, this model is applied to simulation data with a variety of sample sizes and error variances. Then, the model is applied to the Unemployment Rate data in East Java Province, Indonesia. The results show that this model provides good performance in modeling data and predictions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
50
Issue :
17
Database :
Academic Search Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
152456524
Full Text :
https://doi.org/10.1080/03610926.2019.1710201