Article Per Year (5 Year)
p-Index From 2021 - 2026
6.04
P-Index
This Author published in this journals
All Journal Agrivet jurnal niara JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Jurnal Penelitian Pendidikan IPA (JPPIPA) Media Ilmu Kesehatan Jurnal Ilmiah Ekonomi Global Masa Kini Jurnal Informasi dan Teknologi SOLUSI Jatilima : Jurnal Multimedia Dan Teknologi Informasi Jurnal Evaluasi dan Pembelajaran Jurnal Bina Ilmu Cendekia Jurnal Kesehatan Tambusai Jurnal Pendidikan dan Teknologi Indonesia ARBITRASE: JOURNAL OF ECONOMICS AND ACCOUNTING Multica Science and Technology International Journal of Economic, Business, Accounting, Agriculture Management and Sharia Administration (IJEBAS) Jurnal Keperawatan MINERAL Jurnal Lintas Keperawatan Jurnal Indonesia Sosial Sains JAKTABANGUN: Jurnal Akuntansi dan Pembangunan Jurnal Saintifik Jurnal Pengabdian Kolaborasi dan Inovasi IPTEKS Jurnal Keperawatan Notokusumo "JAMASTIKA" Jurnal Mahasiswa Teknik Informatika Jurnal Malikussaleh Mengabdi Journal of Advanced Computer Knowledge and Algorithms Zona Kebidanan : Program Studi Kebidanan Universitas Batam Journal of Health Research and Technology Jurnal Kesehatan Pengabdian Masyarakat Jurnal Penelitian Keperawatan INOVTEK Polbeng - Seri Informatika Journal of Psychology
Maryana
Unknown Affiliation
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Transportation Veterinary Other

Published : 51 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal of Advanced Computer Knowledge and Algorithms

 1 
Comparison of the K-Nearest Neighbor and Random Forest Methods in Classifying the Best Selling Medicines at Khan Pharmacy Matang Glumpang Dua Putri, Anya Regina; Rozzi Kesuma Dinata; Maryana
Journal of Advanced Computer Knowledge and Algorithms Vol. 3 No. 2 (2026): Journal of Advanced Computer Knowledge and Algorithms - April 2026 (In Press)
Publisher : Department of Informatics, Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jacka.v3i2.25183

Abstract

Khan Matang Glumpang Dua Pharmacy faces difficulties in analyzing drug sales patterns that affect inventory efficiency and customer satisfaction. The need to anticipate demand and reduce the risk of stockouts or excess stock requires an effective classification system for best-selling drugs. This study aims to test the K-Nearest Neighbor (KNN) and Random Forest methods to perform and find the best classification model. The data used in this study consisted of 382 data points. This study compared two classification models on pharmacy sales data. The K-Nearest Neighbor (KNN) model was tested using the parameter k=3, while the Random Forest model was tested with 100 trees and a max depth of 5. The results showed that the KNN and Random Forest (RF) algorithms. The Random Forest (RF) model outperformed KNN on all metrics: RF achieved an Accuracy and F1-Score of 94.81%, while KNN recorded an Accuracy of 93.51% and an F1-Score of 93.44%.
Co-Authors Aan Devianto Abdillah, Ahmad Fauzi Agustin Ananda Nurisyahadah Andriana, Sevtia Anggraini, Rima Berti Aprilia Rizky Arifiani Ardiansyah Asrianda Asrianda Berdina, Agnes Nona Bustami Cut Agusniar cut muftia keumala Damayanti, Ita Darmoris Dasmi Husin Dea nanda Aulia Deka Oktaviana Desi Wulandari, Desi Dety Norrahmi Dilariya Dina Lesmana Dita Lestari Eka Chyntia Eko Suryani Elsyanda, Renni Erwanto, Fredi Eva Darnila Fitriyani Gadis Ayu Sofiana Hana Ningtias Hardiansyah Hasya Syakira Helen Kristeti Irfan Izura Rochma Keumala, Cut Muftia Kushendar, Deden Hadi Kusumajaya, Hendra Leni Maszura Lucky Herawati Luthviana Hafizah M. Rasyidin M. Safar M. SALEH Maghriza, Irna Ari Mairanda, Nia Maisytoh, Siti Marhaeni Fajar Kurniawati Melidza Lestari Melly, Melly Yani MMSI Irfan ,S. Kom Mochamad Ari Saptari Muhammad Adib Alfathin Muhammad Ridha Mutammimul Ula Muzakir Muzakir Nisak, Fazlun NOVA Nova Mardiana, Nova Nugrahani, Andita Nur Afni Safarina Nurdin Nurdin Nurfaiza Nurvinanda, Rezka Pandit Sarosa Purnajaya, Heri Putri Novianti Putri, Anya Regina Rachilya, Laya Rahmatillah Rahmi Maghfirah Rinaldi Syahputra Risqi Utami Ritonga, Maya Syarah Rozzi Kesuma Dinata Safwandi Salsabila, Cut Syahira Saputra, Muhammad Jihad Sara Dila Sarka Ade Susana Setyowati Shalawati Siti Budi Utami Siti Hardianti, Siti Siti Maisyarah Siti Maisyarah Sri Ariani Suhardjono Sujacka Retno Susana, Sarka Ade Suzarli Syibral Malasyi T. Marzila Fahnawal Ubah Swasono Basuki Vika Septyan Febrianto Winatun Nafis Yenni Aryaneta Yulia Nanda Safitri Yuliza Febrina Yulleila Zaehol Fatah Zulfikar Zuraida