ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA

Circular data are data which the value in form of vector is circular data. Statistic analysis that is used in analyzing circular data is circular statistics analysis. In regression analysis, if any of predictor or response variables or both are circular then the regression analysis used is called ci...

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Main Authors: KOMANG CANDRA IVAN, I WAYAN SUMARJAYA, MADE SUSILAWATI
Format: Article
Language:English
Published: Universitas Udayana 2016-05-01
Series:E-Jurnal Matematika
Subjects:
Online Access:https://ojs.unud.ac.id/index.php/mtk/article/view/21298
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author KOMANG CANDRA IVAN
I WAYAN SUMARJAYA
MADE SUSILAWATI
author_facet KOMANG CANDRA IVAN
I WAYAN SUMARJAYA
MADE SUSILAWATI
author_sort KOMANG CANDRA IVAN
collection DOAJ
description Circular data are data which the value in form of vector is circular data. Statistic analysis that is used in analyzing circular data is circular statistics analysis. In regression analysis, if any of predictor or response variables or both are circular then the regression analysis used is called circular regression analysis. Observation data in circular statistic which use direction and time units usually don’t satisfy all of the parametric assumptions, thus making nonparametric regression as a good solution. Nonparametric regression function estimation is using epanechnikov kernel estimator for the linier variables and von Mises kernel estimator for the circular variable. This study showed that the result of circular analysis by using circular descriptive statistic is better than common statistic. Multiple circular-linier nonparametric regressions with Epanechnikov and von Mises kernel estimator didn’t create estimation model explicitly as parametric regression does, but create estimation from its observation knots instead.
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spelling doaj.art-00411a24cc214407955f258cf4bef44d2022-12-21T23:26:47ZengUniversitas UdayanaE-Jurnal Matematika2303-17512016-05-0152525810.24843/MTK.2016.v05.i02.p12121298ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDAKOMANG CANDRA IVAN0I WAYAN SUMARJAYA1MADE SUSILAWATI2Faculty of Mathematics and Natural Sciences, Udayana UniversityFaculty of Mathematics and Natural Sciences, Udayana UniversityFaculty of Mathematics and Natural Sciences, Udayana UniversityCircular data are data which the value in form of vector is circular data. Statistic analysis that is used in analyzing circular data is circular statistics analysis. In regression analysis, if any of predictor or response variables or both are circular then the regression analysis used is called circular regression analysis. Observation data in circular statistic which use direction and time units usually don’t satisfy all of the parametric assumptions, thus making nonparametric regression as a good solution. Nonparametric regression function estimation is using epanechnikov kernel estimator for the linier variables and von Mises kernel estimator for the circular variable. This study showed that the result of circular analysis by using circular descriptive statistic is better than common statistic. Multiple circular-linier nonparametric regressions with Epanechnikov and von Mises kernel estimator didn’t create estimation model explicitly as parametric regression does, but create estimation from its observation knots instead.https://ojs.unud.ac.id/index.php/mtk/article/view/21298Circular DataCircular RegressionCircular-Linier Nonparametric Regression
spellingShingle KOMANG CANDRA IVAN
I WAYAN SUMARJAYA
MADE SUSILAWATI
ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
E-Jurnal Matematika
Circular Data
Circular Regression
Circular-Linier Nonparametric Regression
title ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
title_full ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
title_fullStr ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
title_full_unstemmed ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
title_short ANALISIS MODEL REGRESI NONPARAMETRIK SIRKULAR-LINEAR BERGANDA
title_sort analisis model regresi nonparametrik sirkular linear berganda
topic Circular Data
Circular Regression
Circular-Linier Nonparametric Regression
url https://ojs.unud.ac.id/index.php/mtk/article/view/21298
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AT iwayansumarjaya analisismodelregresinonparametriksirkularlinearberganda
AT madesusilawati analisismodelregresinonparametriksirkularlinearberganda