IMPLEMENTASI ALGORITMA NAÏVE BAYES DALAM PENENTUAN PEMBERIAN BEASISWA KIP KULIAH (STUDI KASUS STIKI MALANG)

Cendikia Fitri Nuril Halizah, Meivi Kartikasari

Abstract


The Indonesia Smart College Card or often called KIP Kuliah is a government program in the form of educational assistance for high school, vocational or equivalent graduates who come from underprivileged families and have the achievements to be able to continue their studies at tertiary institutions. In order for the scholarship selection process to be right on target, it is necessary to create a system that can recommend participants who are eligible and who are not eligible to receive KIP Kuliah scholarships. This study aims to implement the Naïve Bayes algorithm in determining scholarship awards so that they are right on target. The Naïve Bayes method can help classify data on prospective recipients of KIP Kuliah scholarships. The criteria for determining the classification were obtained through several stages, namely, the results of file selection, online exams and interviews. The dataset used in this study is 100 scholarship recipient data. The accuracy level of implementing the Naïve Bayes algorithm after testing and calculating using the confusion matrix is 98.89%. So based on the results of the calculation suggests that the Naïve Bayes Classifier algorithm can be used to classify the criteria for the award of the KIP College scholarship.

Keywords: Scholarship, KIP Kuliah, Classification, Naïve Bayes.


References


Alviyah, E. N., Meilani, M., Fawwaz, M., Aprilia, S. N., Saptaji, S. A. P., Rozak, R. W. A., & Mulyani, H. “Beasiswa KIP-K: Apakah Beasiswa Dapat Menjadi Motivasi Belajar Mahasiswa?”. Journal of Creative Student Research, 1(2), 309-318. 2023.

Bobby, M. “Implementasi Maqashid Syariah Terhadap Kebijakan Kartu Indonesia Pintar Kuliah (KIP-KULIAH)”. NUSANTARA: Jurnal Ilmu Pengetahuan Sosial, 10(1), 217-232. 2023.

Budiman, B., & Umami, I. “Implementasi Algoritma Naïve Bayes Untuk Menentukan Calon Penerima Beasiswa Di SMK YPM 14 Sumobito Jombang”. Jurnal Teknologi Dan Sistem Informasi Bisnis, 4(2). 446-454 2022.

Darwis, D., Siskawati, N., & Abidin, Z. “Penerapan Algoritma Naïve Bayes Untuk Analisis Sentimen Review Data Twitter Bmkg Nasional”. Jurnal Tekno Kompak, 15(1), 131-145. 2021.

Dita, C. A. P., Chairunisyah, P., & Mesran, M. “Penerapan Naïve Bayesian Classifier Dalam Penyeleksian Beasiswa PPA”. Journal of Computer System and Informatics (JoSYC), 2(2), 194-198. 2021.

Djamaludin, M. A., Triayudi, A., & Mardiani, E. “Analisis Sentimen Tweet KRI Nanggala 402 di Twitter menggunakan Metode Naïve Bayes Classifier”. Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi), 6(2), 161-166. 2022.

Firmansyah, F., & Yulianto, A. “Prediksi Hasil Belajar Menggunakan Naïve Bayes Classifier pada Tingkat Sekolah Dasar”. REMIK: Riset dan E-Jurnal Manajemen Informatika Komputer, 7(2), 1174-1182. 2023.

Hasugian, A. H., Putri, R. A., & Simatupang, M. A. “Penerapan Algoritma Klasifikasi Naïve Bayes Untuk Analisis Sentimen Tentang Pemindahan Ibu Kota Negara”. Journal Of Science And Social Research, 7(2), 635-644. 2024.

D. A. Fatah, E. M. S. Rochman, W. Setiawan, A. R. Aulia, F. I. Kamil, and A. Su’ud, “Sentiment Analysis of Public Opinion Towards Tourism in Bangkalan Regency Using Naïve Bayes Method,” E3S Web Conf., vol. 499, p. 01016, 2024, doi: 10.1051/e3sconf/202449901016.

Iskandar, S., Refisis, N. R., & Ginting, B. A. “Metode Naïve Bayes Classifer Dalam Penentuan Penerima Beasiswa Bidikmisi Di Universitas Negeri Medan”. Karismatika, 7(1), 10-23. 2021.

Karina, B. “Pembangunan Sistem Informasi Distribusi Pupuk Di Pt. Gresik Cipta Sejahtera Perwakilan Lampung Berbasis Mobile (Doctoral dissertation”, IIB DARMAJAYA) 2019.

Khamdun, K., Nainggolan, E. R., & Putra, J. L. “Perancangan Sistem Informasi Manajemen Pelatihan Kursus Berbasis Web Pada CV Nixtrain Infotama”. Jurnal Ilmiah Informatika, 10(01), 1-7. 2022.

Murtadlo, A. D. “Pengembangan Game Edukasi Memahami Doa Doa Islam Menggunakan Unity & Database” (Doctoral dissertation, UPN Veteran Jawa Timur). 2024.

Ningsih, E. W., & Hardiyan, H. “Penerapan Algoritma Naïve Bayes Dalam Penentuan Kelayakan Penerima Kartu Jakarta Pintar Plus”. Jurnal Khatulistiwa Informatika, 6(1), 15-20. 2020.

Suwirmayanti, N. L. G. P., Aryanto, I. K. A. A., Putra, I. G. A. N. W., Sukerti, N. K., & Hadi, R. “Penerapan Helpdesk System dengan Pengujian Blackbox Testing”. Jurnal Ilmiah Intech: Information Technology Journal of UMUS, 2(02), 55-64. 2020.

Watratan, A. F., & Moeis, D. “Implementasi Algoritma Naïve Bayes Untuk Memprediksi Tingkat Penyebaran Covid-19 Di Indonesia”. Journal of Applied Computer Science and Technology, 1(1), 7-14. 2020.




DOI: https://doi.org/10.21107/simantec.v12i2.21889

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