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. Darniati
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Journal : Jurnal Informatika Progres

 1 
PENERAPAN ALGORITMA K-NEAREST NEIGHBOR DALAM ANALISIS PEMINJAMAN BARANG PADA DIVISI INVENTARIS TVRI MAKASSAR Risal; Danuputri, Chyquitha; Darniati; AM Hayat, Muhyiddin
PROGRESS Vol 17 No 2 (2025): September
Publisher : P3M STMIK Profesional Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56708/progres.v17i2.474

Abstract

Inventory management in the TVRI Makassar Inventory Division is inefficient due to the lack of a predictive system, hampering proactive asset requirement planning. This study aims to apply the K-Nearest Neighbor (KNN) algorithm to analyze historical borrowing patterns, predict demand for goods three months in advance, and evaluate model accuracy. Using a quantitative approach, this study implements a systematic machine learning workflow, including data preprocessing, temporal feature engineering, class imbalance handling using the Synthetic Minority Over-sampling Technique (SMOTE), and hyperparameter optimization using GridSearchCV. The results show that the optimized KNN model achieved an overall accuracy of 80.18%, significantly outperforming the baseline model. Key findings revealed that the model's performance is contextual, with very high reliability (F1-Score > 0.95) on frequently borrowed assets, and is able to identify strong temporal demand patterns. It is concluded that KNN is effective for segmented inventory demand prediction and has the potential to serve as a basis for TVRI Makassar to adopt a proactive, data-driven inventory management strategy, enabling more efficient resource allocation.
Co-Authors . Darmawi . Darmawi . Darmawi . Fakhrurrazi . Muthmainnah . Syafruddin Abdil lah Imron Nasution Abdul Harris Abdul Wahid Abdullah Hamzah Agusni Yahya Agustin Indrawati AK, M Daud Akbar, Muh Andi Novita Andi Novita Arifuddin Arifuddin Arman Sayuti Ayuti, Siti Rani Azhari Azhari Azmansyah Azmansyah Baharuddin, Suardi Hi Balqis Alrasyid Suyoto Basri Gani Cut Nila Thasmi Cut Soraya Danuputri, Chyquitha Dara Hayati Rapi Darmawi Darmawi Darnanengsi, Darnanengsi Diva, Farah Dwi Rosa Selfiana Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Erina Fadlah, Iga fadli amri Fahkrurrazi Fahkrurrazi Faisal Jamin Faisal Jamin Faisal Jamin Faisal Jamin Fakhrurrazi Fakhrurrazi Fakhrurrazi Fakhrurrazi Florentina Magdalena Girsang Ginta Riady Ginta Riady Hamdani Budiman Herrialfian, Herrialfian Iccha Elvioleta Ida Mulyadi Isa, M Ismail Ismail Kholifah, Ida Latifa Suryandari LIA PERMATA SARI M Daud AK M Nur Salim M. Nur Salim Mahdi Abrar Mahdi Abrar Mahdi Abrar Maryulia Dewi Maryulia Dewi Maryulia Dewi Masda Admi Mirna Safrani Fauzi Muhammad Amin muhammad aroza Muhammad Faisal Muhammad Hambal Muhyiddin A M Hayat Muttaqien Bakri Muttaqien Muttaqien Nazaruddin Nazaruddin nisma hayani Nugraha, Ronaldi Fajar Nur Ramadhan, Nur NURLIANA NURLIANA Nuzul Asmilia Olivia salsa dilla putri Pratiwi, Zahwa Amelia Rahmadhini, Vivi Rahmadia Fitri Rastina Rastina Razali Daud Resti Reimena Rezi Maghfira Rezky, Annisyah Rima Rizky Amiruddin Rinidar Rinidar Risal riza maulita Robbi Ghani Roslizawaty Roslizawaty Safika S, Safika Sarea, Muh Syahrul Sari, Wahyu Eka Satriani Satriani Silvia P.N Keliat Surachmi Setiyaningsih T. Armansyah T. Armanyah TR Teuku R. Ferasyi Teuku Reza Ferasyi Tongku N Siregar Ummu Balqis wahyu eka sari Wanini, Wanini Windian Tajuk Masmah Bengi Yudha Fahrimal Zainuddin, Zainuddin Zakiah Heryawati Manaf Zakiyah Heryawati Manaf Zinatul Hayati Zuhrawati NA