Penerapan Metode K-Nearest Neighbor Untuk Prediksi Penjualan Berbasis Web Pada Toko Sembiring

Authors

  • Muhammad Yusuf Virasdi Universitas Pamulang
  • Ari Syaripudin Universitas Pamulang

Keywords:

K-Nearest Neighbor, Prediction, Sales

Abstract

Toko Sembiring was founded in 2000 by Mr. Pio Sembiring. This shop sells various necessities such as groceries, snacks, soft drinks, kitchen needs such as cooking spices, then there is also bath soap, laundry soap and sells gas and mineral water in gallons. However, along with the increasing number of competitors, sales figures at the Sembiring Store have decreased, because the system currently running at the Sembiring Store is still manual, that is, there is no system that can find out which products are most in demand by consumers and there is no good method for determining products. the most interested. With so many items sold, Toko Sembiring has difficulty determining what products have met the sales target or not in the last 1 year. An application will be designed to be able to predict sales using the K-Nearest Neighbor Method. The accuracy rate of the prediction system using the K-Nearest Neighbor method is 93.3%. So it is hoped that this application can facilitate the Sembiring Store in predicting future sales in order to create a faster and more efficient work
system.

References

Yolanda, I., & Fahmi, H. (2020). Penerapan Data Mining Untuk Prediksi Penjualan Produk Roti Terlaris Pada PT. Nippon Indosari Corpindo Tbk Menggunakan Metode K-Nearest Neighbor. Jurnal Ilmu Komputer dan Sistem Informasi (JIKOMSI), 3(1.1), 9-15

Muttaqin, A. G., Auliasari, K., & Wahyuni, F. S. (2020). Penerapan Metode K-Nearest Neighbor Untuk Prediksi Penjualan Berbasis Web Pada Pt. Wika Industri Energy. JATI (Jurnal Mahasiswa Teknik Informatika), 4(2), 1-6.

WPR, A. A., Rozi, F., & Sukmana, F. (2021). Prediksi Penjualan Produk Unilever Menggunakan Metode K-Nearest Neighbor. JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika), 6(1), 155-160.

Jiawei, H., Kamber, M., & Pei, I. (2006). Data mining: concepts and techniques. Morgan kaufmann. Bowerman, B. L., & O’Connell, R. T. (1993). Forecasting and Time Series. Wadsworth. Inc, United States.

Lv, Y., Tang, S., & Zhao, H. (2009, April). Real-time highway traffic accident prediction based on the k-nearest neighbor method. In 2009 international conference on measuring technology and mechatronics automation (Vol. 3, pp. 547-550). IEEE.

Annastasya, E. F. (2015). Analisis pengungkapan CSR melalui website dan annual report pada Industri Perbankan Indonesia tahun 2011-2013 (Doctoral dissertation, Universitas Negeri Malang).

Aswadi, M. (2015). Database Dasar With Xampp. Surabaya: CV. Garuda Mas Sejahtera dari http://elexmedia. id.

Minarni, M., & Susanti, S. (2014). Sistem Informasi Inventory Obat Pada Rumah Sakit Umum Daerah (RSUD) Padang. Jurnal Momentum ISSN: 1693-752X, 16(1).

Suhaidi, M. (2016). Konsep Dasar Pemrograman Web dengan PHP dan MySql. CV. Budi Utama.

Supono, P. Virdiandry. 2016. Pemprograman Web dengan menggunakan PHP dan Framework Codeigniter. Yogyakarta: Deepublish.

HERDIANTO, E. (2013). PERANCANGAN SISTEM INFORMASI PENJUALAN MEUBEL PADA PT. ANDARA FURNITURE MENGGUNAKAN VISUAL BASIC 6.0 (Doctoral dissertation, Universitas Muhammadiyah Ponorogo).

Abdillah, A. A., Adinugraha, M. T., & Bianca, I. (2019). Rancang Bangun Aplikasi Manajemen Gudang Suku Cadang Alat Berat PNJ. Politeknologi Vol. 18 No. 3, 307-313.

Jacobson, I., & Booch, J. R. G. (2021). The unified modeling language reference manual.

PWA, A. A. R., Maulana, M. H., Andini, C. D., & Nadziroh, F. (2018). Sistem Peminjaman Ruangan Online (SPRO) dengan Metode UML (Unfield Modeling Language). Jurnal Teknologi dan Terapan Bisnis, 1(1), 1-8.

Wibisono, W., & Baskoro, F. (2002). Pengujian perangkat lunak dengan menggunakan model behaviour UML. Jurnal Ilmiah Teknologi Informasi, 1(1), 43-50.

Rosa, A.S., Shalahuddin, M. (2018). Rekayasa Perangkat Lunak (terstruktur dan berorientasi objek). Bandung: Informatika Bandung.

Mohammed, M. A., Muhammed, D. A., & Abdullah, J. M. (2015). Practical Approaches of Transforming ER Diagram into Tables. International Journal of Multidisciplinary and Scientific Emerging Research, 4.

Hidayat, T., & Muttaqin, M. (2020). Pengujian sistem informasi pendaftaran dan pembayaran wisuda online menggunakan black box testing dengan metode equivalence partitioning dan boundary value analysis.

Sugiyono. (2017). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Bandung: Alfabeta.

Additional Files

Published

05-10-2023

How to Cite

Muhammad Yusuf Virasdi, & Ari Syaripudin. (2023). Penerapan Metode K-Nearest Neighbor Untuk Prediksi Penjualan Berbasis Web Pada Toko Sembiring . OKTAL : Jurnal Ilmu Komputer Dan Sains, 2(10), 2822–2832. Retrieved from https://journal.mediapublikasi.id/index.php/oktal/article/view/1823