APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)

Semiparametric regression is a regression model that includes parametric components and nonparametric components in a model. The regression model in this research is truncated spline semiparametric regression with case studies of patients with Dengue Hemorrhagic Fever (DHF) at Puri Raharja Hospital...

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Main Authors: NI WAYAN MERRY NIRMALA YANI, I GUSTI AYU MADE SRINADI, I WAYAN SUMARJAYA
Format: Article
Language:English
Published: Universitas Udayana 2017-01-01
Series:E-Jurnal Matematika
Subjects:
GCV
Online Access:https://ojs.unud.ac.id/index.php/mtk/article/view/27185
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spelling doaj-411a3dd1b881413f85eae8708f99da012020-11-24T22:34:59ZengUniversitas UdayanaE-Jurnal Matematika2303-17512017-01-0161657310.24843/MTK.2017.v06.i01.p14927185APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)NI WAYAN MERRY NIRMALA YANI0I GUSTI AYU MADE SRINADI1I WAYAN SUMARJAYA2Faculty of Mathematics and Natural Sciences, Udayana UniversityFaculty of Mathematics and Natural Sciences, Udayana UniversityFaculty of Mathematics and Natural Sciences, Udayana UniversitySemiparametric regression is a regression model that includes parametric components and nonparametric components in a model. The regression model in this research is truncated spline semiparametric regression with case studies of patients with Dengue Hemorrhagic Fever (DHF) at Puri Raharja Hospital during the period of January to March 2015. The best regression model estimation is obtained from the selection of optimal knots which has minimum Generalized Cross Validation (GCV) is. Parametric components in this research include age (years), body temperature (0C), platelets and hematocrit (%) as a nonparametric component. The minimum value of GCV is 0.03552045 achieved at the point of 39.6 knots, MSE value of 0.0296922; and the value of coefficient determination is 98.91%, obtained from semiparametric regression model truncated linear spline (order 2) with a single point of knots.https://ojs.unud.ac.id/index.php/mtk/article/view/27185GCVknotssemiparametric regressionspline
collection DOAJ
language English
format Article
sources DOAJ
author NI WAYAN MERRY NIRMALA YANI
I GUSTI AYU MADE SRINADI
I WAYAN SUMARJAYA
spellingShingle NI WAYAN MERRY NIRMALA YANI
I GUSTI AYU MADE SRINADI
I WAYAN SUMARJAYA
APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
E-Jurnal Matematika
GCV
knots
semiparametric regression
spline
author_facet NI WAYAN MERRY NIRMALA YANI
I GUSTI AYU MADE SRINADI
I WAYAN SUMARJAYA
author_sort NI WAYAN MERRY NIRMALA YANI
title APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
title_short APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
title_full APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
title_fullStr APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
title_full_unstemmed APLIKASI MODEL REGRESI SEMIPARAMETRIK SPLINE TRUNCATED (Studi Kasus: Pasien Demam Berdarah Dengue (DBD) di Rumah Sakit Puri Raharja)
title_sort aplikasi model regresi semiparametrik spline truncated (studi kasus: pasien demam berdarah dengue (dbd) di rumah sakit puri raharja)
publisher Universitas Udayana
series E-Jurnal Matematika
issn 2303-1751
publishDate 2017-01-01
description Semiparametric regression is a regression model that includes parametric components and nonparametric components in a model. The regression model in this research is truncated spline semiparametric regression with case studies of patients with Dengue Hemorrhagic Fever (DHF) at Puri Raharja Hospital during the period of January to March 2015. The best regression model estimation is obtained from the selection of optimal knots which has minimum Generalized Cross Validation (GCV) is. Parametric components in this research include age (years), body temperature (0C), platelets and hematocrit (%) as a nonparametric component. The minimum value of GCV is 0.03552045 achieved at the point of 39.6 knots, MSE value of 0.0296922; and the value of coefficient determination is 98.91%, obtained from semiparametric regression model truncated linear spline (order 2) with a single point of knots.
topic GCV
knots
semiparametric regression
spline
url https://ojs.unud.ac.id/index.php/mtk/article/view/27185
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