Product Sales Grouping Application Design Using K-Means Clustering Algorithm
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Abstract
This research aims to design and develop a product sales grouping application at Minimarket Diky using the K-Means Clustering algorithm. Product grouping based on sales patterns is one of the effective methods to improve marketing strategies, stock management, and more efficient business decision making. By using the K-Means algorithm, product sales data is processed to group products based on the initial number of items, the number sold, and the amount of stock. The designed application is able to identify sales patterns that are difficult to find manually, so as to provide deeper insights to minimarket management. This grouping process helps minimarkets in developing a more targeted product procurement strategy, managing stock more efficiently, and identifying products that have very good sales, good sales, and not good sales. The application development method used in this research is the web-based RAD (Rapid Application Development) method using the PHP programming language and MySQL database
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Sondang, S. (2025). Product Sales Grouping Application Design Using K-Means Clustering Algorithm. Journal of Intelligent Decision Support System (IDSS), 8(1), 9-21. https://doi.org/10.35335/idss.v8i1.278
References
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Putri, M. P., & Effendi, H. (2018). Implementasi Metode Rapid Application Development Pada Website Service Guide “Waterfall Tour South Sumatera.” In Jurnal SISFOKOM (Vol. 07).
Rahmanto, Y., & Hotijah, S. (2020). PERANCANGAN SISTEM INFORMASI GEOGRAFIS KEBUDAYAAN LAMPUNG BERBASIS MOBILE. In JDMSI (Vol. 1, Issue 3).
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Suhartono, R. D. A., Sfenrianto, S., Mustofa, M., Andriyani, D., & Kaburuan, E. R. (2018). Development of 3D Solar System Application Using RAD Model for Elementary Schools. Int. Conf. Orange Technol , 1–4.
Sulistiani, H., & Darwis, D. (2020). Penerapan Metode Agile untuk Pengembangan Online Analytical Processing (OLAP) pada Data Penjualan (Studi Kasus: CV Adilia Lestari). Jurnal CoreIT, 6(1).
Syafrinal, I., & Febrianti, E. L. (2023). PENERAPAN ALGORITMA K-MEANS PADA APLIKASI DATA MINING UNTUK MENENTUKAN POLA PENJUALAN (STUDI KASUS: ZAHRA MART) (Vol. 13, Issue 1).
Triyanto, R., Stekpi, J., Trilogi, /, Kalibata, T., & Selatan, J. (2020). Rancang Bangun Aplikasi Penjualan Berbasis Website (Studi Kasus : Toko Waroeng Bola). Jurnal Sistem Informasi Dan Sains Teknologi, 2(1).
Wahid, B. A. (2019). Penerapan Metode Rapid Application Development Terhadap Penjualan Fashion Distro Secara Online. In Jurnal Esensi Infokom (Vol. 3, Issue 1).
Xu, R., & Wunch. (2005). Survey of clustering algorithms. IEEE Transactions on Neural Networks, 16(3), 645–678.
Aldino, A. A., Saputra, A., Nurkholis, A., & Setiawansyah, S. (2021). Application of Support Vector Machine (SVM) Algorithm in Classification of Low-Cape Communities in Lampung Timur. Building of Informatics, Technology and Science (BITS), 3(3), 325–330. https://doi.org/10.47065/bits.v3i3.1041
Aryanti, R., Fitriani, E., Ardiansyah, D., & Saepudin, A. (2021). Penerapan Metode Rapid Application Development Dalam Pengembangan Sistem Informasi Akademik Berbasis Web. Paradigma - Jurnal Komputer Dan Informatika, 23(2). https://doi.org/10.31294/p.v23i2.11170
Bagirov, A. M. (2008). Modified global k-means algorithm for minimum sum-of-squares clustering problems.
Berkhin, P. (2006). A Survey of Clustering Data Mining Techniques.
Bhatia, S. K. (2004). Adaptive K-Means Clustering. www.aaai.org
Dahria, M., Gunawan, R., & Lubis, Z. (2019). Seminar Nasional Sains & Teknologi Informasi (SENSASI) Implementasi K-Means Untuk Pengelompokan Produk Terbaik PT. Koko Pelli. http://prosiding.seminar-id.com/index.php/sensasi/issue/archivePage|495
Daud, N. M. N., Bakar, N. A. A. A., & Rusli, H. M. (2010). Implementing rapid application development (RAD) methodology in developing practical training application system. 2010 International Symposium on Information Technology, 3, 1664–1667. https://doi.org/10.1109/ITSIM.2010.5561634
Dinasari, W., Budiman, A., & Ayu Megawaty, D. (2020). SISTEM INFORMASI MANAJEMEN ABSENSI GURU BERBASIS MOBILE (STUDI KASUS : SD NEGERI 3 TANGKIT SERDANG). Jurnal Teknologi Dan Sistem Informasi (JTSI), 1(2), 50–57. http://jim.teknokrat.ac.id/index.php/JTSI
Dwi Wijaya, Y. (2020). PENERAPAN METODE RAPID APPLICATION DEVELOPMENT (RAD) DALAM PENGEMBANGAN SISTEM INFORMASI DATA TOKO Penulis Korespondensi. http://www.jurnal.umk.ac.id/sitech
Fathansyah. (2018). Basis data. Informatika.
Ferdy Pangestu, F. P., Nur Yasin, N. Y., Ronald Chistover Hasugian, R. C., & Yunita, Y. (2023). Penerapan Algoritma K-Means Untuk Mengklasifikasi Data Obat. Jurnal Sisfokom (Sistem Informasi Dan Komputer), 12(1), 53–62. https://doi.org/10.32736/sisfokom.v12i1.1461
Hamerly, G., & Elkan, C. (2002). Alternatives to the k-means algorithm that find better clusterings.
Hariyanto, D., Sastra, R., Putri, F. E., Informasi, S., Kota Bogor, K., & Komputer, T. (2021). Implementasi Metode Rapid Application Development Pada Sistem Informasi Perpustakaan. In Jurnal JUPITER (Vol. 13, Issue 1).
Jain, A. K. (2010). Data clustering: 50 years beyond K-means. Pattern Recognition Letters, 31(8), 651–666. https://doi.org/https://doi.org/10.1016/j.patrec.2009.09.011
Ladjamudin, A.-B. Bin. (2013). Analisis dan Desain Sistem Informasi. Graha Ilmu.
Magister Ilmu Komputer, W., Nusa Mandiri, S., & Satria Wahono, R. (2015). Algoritma Cluster Dinamik untuk Optimasi Cluster pada Algoritma K-Means dalam Pemetaan Nasabah Potensial. Journal of Intelligent Systems, 1(1). http://journal.ilmukomputer.org
Mansur, M., & Azzahra, S. liyah. (2023). PENERAPAN METODE RAPID APPLICATION DEVELOPMENT (RAD) DALAM PERANCANGAN SISTEM PENJUALAN ONLINE DI TOKO ELEKTRONIK 85 INFORMASI ARTIKEL ABSTRAK (Vol. 5, Issue 1). https://e-journal.unper.ac.id/index.php/informatics
Mishra, A., & Dubey, D. (2013). A Comparative Study of Different Software Development Life Cycle Models in Different Scenarios. International Journal of Advance Research in Computer Science and Management Studies, 1(5). www.ijarcsms.com
Normah, Rifai, B., & Sari, P. (2020). Algoritma Apriori Sebagai Solusi Kontrol Persediaan Suku Cadang Mobil PT. Buanasakti Aneka Motor Jakarta. Paradigma, 22(2).
Normah, Yulianti, I., Novianti, D., Winnarto, M. N., Zumarniansyah, A., & Linawati, S. (2020). Comparison of Classification C4.5 Algorithms and Naïve Bayes Classifier in Determining Merchant Acceptance on Sponsorship Program. Journal of Physics: Conference Series, 1641(1). https://doi.org/10.1088/1742-6596/1641/1/012006
Nuku, R., Masihor, E. J. A., & Pasaribu, R. L. (2020). Penerapan Metode RAD dalam Perancangan Sistem Informasi Aplikasi Penelusuran Putusan (SIAPP). In JOINTER : JOURNAL OF INFORMATICS ENGINEERING (Vol. 01, Issue 02).
Putri, M. P., & Effendi, H. (2018). Implementasi Metode Rapid Application Development Pada Website Service Guide “Waterfall Tour South Sumatera.” In Jurnal SISFOKOM (Vol. 07).
Rahmanto, Y., & Hotijah, S. (2020). PERANCANGAN SISTEM INFORMASI GEOGRAFIS KEBUDAYAAN LAMPUNG BERBASIS MOBILE. In JDMSI (Vol. 1, Issue 3).
Sagala, J. R. (2018). garuda855743.
Suhartono, R. D. A., Sfenrianto, S., Mustofa, M., Andriyani, D., & Kaburuan, E. R. (2018). Development of 3D Solar System Application Using RAD Model for Elementary Schools. Int. Conf. Orange Technol , 1–4.
Sulistiani, H., & Darwis, D. (2020). Penerapan Metode Agile untuk Pengembangan Online Analytical Processing (OLAP) pada Data Penjualan (Studi Kasus: CV Adilia Lestari). Jurnal CoreIT, 6(1).
Syafrinal, I., & Febrianti, E. L. (2023). PENERAPAN ALGORITMA K-MEANS PADA APLIKASI DATA MINING UNTUK MENENTUKAN POLA PENJUALAN (STUDI KASUS: ZAHRA MART) (Vol. 13, Issue 1).
Triyanto, R., Stekpi, J., Trilogi, /, Kalibata, T., & Selatan, J. (2020). Rancang Bangun Aplikasi Penjualan Berbasis Website (Studi Kasus : Toko Waroeng Bola). Jurnal Sistem Informasi Dan Sains Teknologi, 2(1).
Wahid, B. A. (2019). Penerapan Metode Rapid Application Development Terhadap Penjualan Fashion Distro Secara Online. In Jurnal Esensi Infokom (Vol. 3, Issue 1).
Xu, R., & Wunch. (2005). Survey of clustering algorithms. IEEE Transactions on Neural Networks, 16(3), 645–678.
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