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All Journal Prosiding SNATIKA Vol 01 (2011) JUITA : Jurnal Informatika Creative Information Technology Journal Jurnal Sains dan Informatika ILKOM Jurnal Ilmiah JAMI: Jurnal Ahli Muda Indonesia Advance Sustainable Science, Engineering and Technology (ASSET) Joutica : Journal of Informatic Unisla JSITIK: Jurnal Sistem Informasi dan Teknologi Informasi Komputer Jurnal Rekam Medis dan Informasi Kesehatan Indonesia
Risa Helilintar
Teknik Informatika, Fakultas Teknik, Universitas Nusantara PGRI Kediri
Agriculture, Biological Sciences & Forestry Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Energy Engineering Materials Science & Nanotechnology Mathematics Public Health Social Sciences

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Journal : Advance Sustainable Science, Engineering and Technology (ASSET)

 1 
Optimizing Predictive Accuracy: A Study of K-Medoids and Backpropagation for MPX2 Oil Sales Forecasting Ramadhan, Ryan Akbar; Swanjaya, Daniel; Helilintar, Risa
Advance Sustainable Science, Engineering and Technology Vol 6, No 1 (2024): November-January
Publisher : Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/asset.v6i1.17665

Abstract

This study evaluates the use of K-Medoids and Backpropagation methods for predicting MPX2 Oil sales in the automotive workshop industry, which is crucial for meeting customer demands and refining sales strategies. Utilizing transaction data from 2022 to 2023, the study involves normalizing and processing this data with these algorithms to forecast stock levels, focusing on accuracy measures such as Mean Absolute Deviation (MAD) and Mean Squared Error (MSE). K-Medoids assist in identifying customer purchase patterns through clustering, while Backpropagation effectively predicts sales trends, enhancing accuracy through training. Implementing K-Medoids and Backpropagation algorithms in the research resulted in  MSE value of 0.01969 and  MAD value of 0.12200. These values indicate a high level of accuracy in the MPX2 Oil sales predictive model, as lower MSE and MAD values suggest greater accuracy and precision in forecasting. These findings provide valuable insights into the dynamics of MPX2 Oil sales, enabling companies to improve marketing strategies, transaction management, and inventory strategies.
Co-Authors Abdurrahman Secondanu Mustakim Abimanyu Agung Saputro Achmad Zainul Karim Affandi Febrinsa Pratama Agra Anggakara Ahmad Bagus Setiawan Ahmad Fitra Hamdani Ahmad Jamaludin Ahnan, Miftah Aidina Ristyawan Alfin Aziema Alfino Wahyu Pramudya Anggakara, Agra Ani Asmawati Tani Antika, Firma Fuji Rinti Anwar Muzaki Ardi Sanjaya Bagas Dewantara Bahtiar, Miftahul Ilmi Big Daya Yudha Asmara Danang Wahyu Widodo Danar Putra Pamungkas, Danar Putra Dandyadex Dandyade Candra Daniel Swanjaya Deni Luvi Jayanto Eka Yuniarti Erwanto, Rio Aldi Fakhry Miftakhul Huda Fawaid, Muhammad Hasib Gadang Putro Bagus Setiyawan Gusnugraeni, Alifdyah Hermasrurin Hanif Al Fatta Haris Yulianto Heru Setiyawan Ida Ayu Putu Sri Widnyani Intan Nur Farida Inzaghi, Febri Wika Jamhari Jamhari Juhana Lillasari Julian Sahertian Karina Ananda Putri Khamdanni, Moh. M.Herma Pradipta Made Ayu Dusea Widyadara Made Ayu Dusea Widyadara - Universitas Nusantara Kediri, Made Ayu Dusea Widyadara Mahdiyah, Umi Maulana Anas Firdaus Mido, Gafana Oly Moch Nur Hudha Mochamad Syafroni Muhammad Mutafanninun Muhammad Nur Fachrudin Muhammat Arisona Firmansah Mukhtari, Nailusofa Al Muzan Ihda Khotmuniza Nugraha, Yoga Adi Nurhadi Nurhadi Patmi Kasih Prasetya, Marsha Auriel Ramadhan, Ryan Akbar Ratih Kumalasari Niswatin Resty Wulaningrum Resty Wulanningrum Reza Mawarni Rini Indriati Risky Aswi R, Risky Rizki Dwi Febrian Rochana, Siti Rochana, Siti Rochana, Siti Rony Heri Irawan Salma Putri Awalina Santoso, Ricky Laschka Zidane Siti Rochana Siti Rochana Soim Arifin Teguh Adriyanto Uun Hidayat Widyadara , Made Ayu Dusea Wulandari, Miftakhul Yustikawan, Eko Tri