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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Universitas Udayana
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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 |
work_keys_str_mv |
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