ANALISIS DISKRIMINAN PADA KLASIFIKASI DESA DI KABUPATEN TABANAN MENGGUNAKAN METODE K-FOLD CROSS VALIDATION

  • IDA AYU MADE SUPARTINI Mathematics Department, Faculty of Mathematics and Natural Sciences, Udayana University
  • I KOMANG GDE SUKARSA Mathematics Department, Faculty of Mathematics and Natural Sciences, Udayana University
  • I GUSTI AYU MADE SRINADI Mathematics Department, Faculty of Mathematics and Natural Sciences, Udayana University http://orcid.org/0000-0003-1309-044X

Abstract

Tabanan Regency is one of the eight regencies and one municipality in Bali Province. Administratively, it is divided into 10 districs and  villages. There are rural areas and urban areas in the regions. Discriminant analysis is a technique related to the separation of objects into different groups that have been set previously. The purpose of this research is to classify villlages in Tabanan Regency into urban or rural groups with discriminant analysis. Linear discriminant analysis assumes that the covariance matrix of the two groups are equals, if the assumption of equality of covariance matrix is violated, quadratic discriminant analysis can be used for classification. This research uses k-fold crosss validation method for calculating the accuracy of quadratic discriminant function where . Quadratic discriminant function is obtained by  with the smallest APER value (). All of classification results are stable and consistence.

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Author Biography

I GUSTI AYU MADE SRINADI, Mathematics Department, Faculty of Mathematics and Natural Sciences, Udayana University

Mathematics Department, Faculty of Mathematics and Natural Sciences, Udayana University

Published
2017-05-31
How to Cite
SUPARTINI, IDA AYU MADE; SUKARSA, I KOMANG GDE; SRINADI, I GUSTI AYU MADE. ANALISIS DISKRIMINAN PADA KLASIFIKASI DESA DI KABUPATEN TABANAN MENGGUNAKAN METODE K-FOLD CROSS VALIDATION. E-Jurnal Matematika, [S.l.], v. 6, n. 2, p. 106-115, may 2017. ISSN 2303-1751. Available at: <https://ojs.unud.ac.id/index.php/mtk/article/view/30819>. Date accessed: 18 apr. 2024. doi: https://doi.org/10.24843/MTK.2017.v06.i02.p154.
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Articles