PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE

The purpose of this study was to obtain the models between currency value and stocks in longitudinal data. The models were obtained by using nonparametric truncated spline regression. The data consisted of stocks from three companies namely PT. Mandom Indonesia, PT. Unilever Indonesia and PT. Akasha...

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Main Authors: MILATUS SHOLIKHA, MADE SUSILAWATI, I GUSTI AYU MADE SRINADI
Format: Article
Language:English
Published: Universitas Udayana 2019-11-01
Series:E-Jurnal Matematika
Online Access:https://ojs.unud.ac.id/index.php/mtk/article/view/54984
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spelling doaj-3254628937524a9e9739ff04b6dc4fa32020-11-25T01:11:16ZengUniversitas UdayanaE-Jurnal Matematika2303-17512019-11-018425926310.24843/MTK.2019.v08.i04.p26254984PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINEMILATUS SHOLIKHAMADE SUSILAWATII GUSTI AYU MADE SRINADIThe purpose of this study was to obtain the models between currency value and stocks in longitudinal data. The models were obtained by using nonparametric truncated spline regression. The data consisted of stocks from three companies namely PT. Mandom Indonesia, PT. Unilever Indonesia and PT. Akasha Wira Internasional and currency value of AUD to IDR. The data were splitted into two sub samples which were “in sample” data from January 2013-December 2017 that were used to generate the models and “out sample” data from January 2016-December 2018 to validate the models, MAPE was used as measurement in validation. This resulted in three distinctive models which were model with  order and 3 knots for PT. Mandom Indonesia and PT. Unilever Indonesia, model with  order and 4 knots for PT. Akasha Wira Internasional stock, all with there own respective knot points and MAPE value of 9.62%, 15.61% and 48.8% sub sequently.https://ojs.unud.ac.id/index.php/mtk/article/view/54984
collection DOAJ
language English
format Article
sources DOAJ
author MILATUS SHOLIKHA
MADE SUSILAWATI
I GUSTI AYU MADE SRINADI
spellingShingle MILATUS SHOLIKHA
MADE SUSILAWATI
I GUSTI AYU MADE SRINADI
PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
E-Jurnal Matematika
author_facet MILATUS SHOLIKHA
MADE SUSILAWATI
I GUSTI AYU MADE SRINADI
author_sort MILATUS SHOLIKHA
title PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
title_short PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
title_full PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
title_fullStr PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
title_full_unstemmed PEMODELAN NILAI KURS TERHADAP HARGA SAHAM PADA DATA LONGITUDINAL MENGGUNAKAN REGRESI NONPARAMETRIK SPLINE
title_sort pemodelan nilai kurs terhadap harga saham pada data longitudinal menggunakan regresi nonparametrik spline
publisher Universitas Udayana
series E-Jurnal Matematika
issn 2303-1751
publishDate 2019-11-01
description The purpose of this study was to obtain the models between currency value and stocks in longitudinal data. The models were obtained by using nonparametric truncated spline regression. The data consisted of stocks from three companies namely PT. Mandom Indonesia, PT. Unilever Indonesia and PT. Akasha Wira Internasional and currency value of AUD to IDR. The data were splitted into two sub samples which were “in sample” data from January 2013-December 2017 that were used to generate the models and “out sample” data from January 2016-December 2018 to validate the models, MAPE was used as measurement in validation. This resulted in three distinctive models which were model with  order and 3 knots for PT. Mandom Indonesia and PT. Unilever Indonesia, model with  order and 4 knots for PT. Akasha Wira Internasional stock, all with there own respective knot points and MAPE value of 9.62%, 15.61% and 48.8% sub sequently.
url https://ojs.unud.ac.id/index.php/mtk/article/view/54984
work_keys_str_mv AT milatussholikha pemodelannilaikursterhadaphargasahampadadatalongitudinalmenggunakanregresinonparametrikspline
AT madesusilawati pemodelannilaikursterhadaphargasahampadadatalongitudinalmenggunakanregresinonparametrikspline
AT igustiayumadesrinadi pemodelannilaikursterhadaphargasahampadadatalongitudinalmenggunakanregresinonparametrikspline
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