Implementasi Naïve Bayessian dengan Laplacian Smoothing untuk Peminatan dan Lintas Minat Siswa SMAN 5 Pamekasan

Authors

  • Indah Listiowarni Universitas Madura

DOI:

https://doi.org/10.32736/sisfokom.v8i2.652

Keywords:

naive bayes, peminatan, lintas minat siswa, laplacian smoothing, data mining, klasifikasi

Abstract

Kurikulum 2013 memiliki beberapa perubahan dasar dari kurikulum sebelumnya, salah satunya adalah penyaluran dan penempatan siswa pada program peminatan. Setelah dilakukan klasifikasi peminatan, siswa akan diklasifikasikan lagi menggunakan nilai tes, yang disebut sebagai Lintas Minat Siswa. Penelitian ini berkonsentrasi untuk menerapkan metode Naive Bayessian pada sebuah sistem untuk menanggulangi permasalahan rumitnya proses klasifikasi dua tingkatan dan banyaknya data setiap tahunnya.Naive Bayes merupakan salah satu metode machine learning yang menggunakan perhitungan  probabilitas, dan memggunakan laplacian smoothing untuk menghindari hasil akhir bernilai 0. Nilai perhitungan accuracy dan error rate pada 720 data training dengan pengambilan 5 kali jumlah data testing  yang berbeda menggunakan naive bayessian dan laplacian smoothing, didapat nilai accuracy : 92,11% dan nilai error rate : 7,02%

Downloads

Published

2019-08-13

Issue

Vol. 8 No. 2 (2019): SEPTEMBER

Section

Articles

License

The copyright of the article that accepted for publication shall be assigned to Jurnal Sisfokom (Sistem Informasi dan Komputer) and LPPM ISB Atma Luhur as the publisher of the journal. Copyright includes the right to reproduce and deliver the article in all form and media, including reprints, photographs, microfilms, and any other similar reproductions, as well as translations.

Jurnal Sisfokom (Sistem Informasi dan Komputer), LPPM ISB Atma Luhur, and the Editors make every effort to ensure that no wrong or misleading data, opinions or statements be published in the journal. In any way, the contents of the articles and advertisements published in Jurnal Sisfokom (Sistem Informasi dan Komputer) are the sole and exclusive responsibility of their respective authors.

Jurnal Sisfokom (Sistem Informasi dan Komputer) has full publishing rights to the published articles. Authors are allowed to distribute articles that have been published by sharing the link or DOI of the article. Authors are allowed to use their articles for legal purposes deemed necessary without the written permission of the journal with the initial publication notification from the Jurnal Sisfokom (Sistem Informasi dan Komputer).

The Copyright Transfer Form can be downloaded [Copyright Transfer Form Jurnal Sisfokom (Sistem Informasi dan Komputer).

This agreement is to be signed by at least one of the authors who have obtained the assent of the co-author(s). After submission of this agreement signed by the corresponding author, changes of authorship or in the order of the authors listed will not be accepted. The copyright form should be signed originally, and send it to the Editorial in the form of scanned document to sisfokom@atmaluhur.ac.id.