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Journal : Journal of Computer System and Informatics (JoSYC)

Perbandingan Algoritma K-Means dan K-Medoids untuk Clustering Pada Transaksi Penjualan Minimarket Alganiu, Ajeng Shalwa; Juwita, Ayu Ratna; Rahmat, Rahmat; Faisal, Sutan
Journal of Computer System and Informatics (JoSYC) Vol 6 No 1 (2024): November 2024
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josyc.v6i1.5873

Abstract

When shopping, buyers often have difficulty finding daily necessities. One of the causes of this is because the product arrangement process in minimarkets is still carried out randomly and does not match consumer shopping patterns. On the contrary, buyers usually want to buy products through daily necessities packages, but these packages are usually not yet available in minimarkets. Identifying relationship patterns in minimarket transaction data can help overcome product arrangement and product packaging problems. By using the clustering method, objects are grouped into groups that have many similarities with each other. This method allows the grouping process to be carried out. Some of the methods in clustering include the K-Means and K-medoids methods. The purpose of this study is to group the data on goods in the minimarket which can be a guide for more neatly arranged product planning. Data grouping is divided into 3 categories namely slow, medium and fast. The results obtained show that the two algorithms produce different Davies-Bouldin Index values, with the K Medoids algorithm obtaining a lower value of 0.50387 while K-Means obtains a value of 0.50391 where the K-Medoids clustering results have better quality compared to K-Means. With the results of the grouping of these goods data, minimarkets can balance the stock of goods to prevent excess or shortage of inventory of these goods.
Co-Authors AA Sudharmawan, AA Adi Rizky Pratama Adi Rizky Pratama Adi Rizky Pratma Agustina Mardeka Raya Ahmad Fauzi ahmad zaelani Aldo Zamaludin Fernando Alganiu, Ajeng Shalwa Amansyah, Ilham Amril Mutoi Siregar Ardiansyah, Fikri ARIF, SITI NOVIANTI NURAINI Awal, Elsa Elvira Azzahra, Fathimah Noer Baharuddin Risyad Carudin, Carudin Cici Emilia Sukmawati Cici Emilia Sukmawati Diah Nurlaila Dina Wulan Nurjanah Edo Ridho Lidinillah Elsa Elvira Awal Fadhilah, Alya Febriyanti Faisal, Muhamad Agus Faisal, Sutan Fauzi, Farras Ahmad Fitri Nur Masruriyah, Anis Fransiskus Panca Juniawan Hanny Hikmayanti Handayani Heryana, Nono Indra, Jamaludin Irawan, Muhamad Anggi Khairani, Nova Pustita Kukuh Ardy Nugroho Lestari, Santi Arum Puspita Lusiana Rahmatiani Mayasari, Rini Mudzakir, Tohirin Al Muhamad Irfan Fadillah Muhammad Arya Suhendi Mulyana, Assyifa Alif Rahayu Novalia, Elfina Nugraha, Bagja Nugraha, Najmi Cahaya Nurlaelasari, Euis Nurmayanti, Trisya nurul latifah Permana, Tedi Pratama, Adi Rizky Pratama, Adi Rizky Purwani Husodo Rahmat Rahmat Rahmat Sulaiman Rahmat Sulaiman Rifaldi, Rizky Riyandi Aditya Fitrah Rizki Mohamad Eka Marsa Sadjat rizky pratama, adi Rohana, Tatang Saefulloh, Nandang Siregar, Amril Mutoi Siti Silvia Arifin Sugihartono, Tri Sujana, Sylvia Sukmawati, Cici Emilia Tatang Rohana Tatang Rohana teguh budianto Tejayanda, Rigger Damaiarta Tohirin Al Mudzakir Tohirin Al Mudzakir Tohirn Al Mudzakir Triono Triono Triono Triono Wahiddin, Deden Wenda Adi Kusnaya Wicaksana, Yusuf Eka Yaman, Nuurul Izzati Yana Cahyana Yudi Firmansyah