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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 Generation Journal Jurnal ABDINUS : Jurnal Pengabdian Nusantara JAMI: Jurnal Ahli Muda Indonesia Advance Sustainable Science, Engineering and Technology (ASSET) Joutica : Journal of Informatic Unisla Nusantara of Engineering (NOE) JSITIK: Jurnal Sistem Informasi dan Teknologi Informasi Komputer Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Pengabdian Masyarakat Nusantara 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 Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Mechanical Engineering Public Health Social Sciences Transportation

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

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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 Affandi Febrinsa Pratama Ahmad Bagus Setiawan Ahmad Fitra Hamdani Ahmad Jamaludin Ahnan, Miftah Aidina Ristyawan Aldiansyah, Fikri Afandy Alfino Wahyu Pramudya Amisha Elisya Devi Anggakara, Agra Antika, Firma Fuji Rinti Anugrah A, Gigih Jenop Anwar, Muhammad Choirul Ardi Sanjaya Arifin, Soim Asmara, Big Daya Yudha Awalina, Salma Putri Aziema, Alfin Bahtiar, Miftahul Ilmi Danang Wahyu Widodo Danar Putra Pamungkas, Danar Putra Dandyade Candra, Dandyadex Daniel Swanjaya Dea, Dea Avrillia Arba'a Deni Luvi Jayanto Dewantara, Bagas EKA YUNIARTI Erwanto, Rio Aldi Fachrudin, Muhammad Nur Fahmi, Muhammad Fajrul FAJAR SETIAWAN Fawaid, Muhammad Hasib Firdaus, Maulana Anas Firmansah, Muhammat Arisona Gilang Dwi Cahyo Gusnugraeni, Alifdyah Hermasrurin Hanif Al Fatta Hidayat, Uun Huda, Fakhry Miftakhul Hudha, Moch Nur Ida Ayu Putu Sri Widnyani Intan Nur Farida Inzaghi, Febri Wika Irngamsyah, Wildan Gistra Jamhari Jamhari Julian Sahertian Karim, Achmad Zainul Kasih, Patmi Kasih Khamdanni, Moh. Lillasari, Juhana Made Ayu Dusea Widyadara Made Ayu Dusea Widyadara - Universitas Nusantara Kediri, Made Ayu Dusea Widyadara Mahdiyah, Umi Mawarni, Reza Mido, Gafana Oly Muhammad Mutafanninun Mukhtari, Nailusofa Al Mustakim, Abdurrahman Secondanu Muzaki, Anwar Muzan Ihda Khotmuniza Ndun, Yondri Ginola Nugraha, Yoga Adi Nurhadi Nurhadi Patmi Kasih Perkasa, Galang Elang Pradana, Priyan Pradipta, M.Herma Prasetya, Marsha Auriel Putra, Renno Rama Putri, Karina Ananda Ramadhan, Muhammad Iqbal Ramadhan, Ryan Akbar Ramadhanu, Ilham Khefi Ratih Kumalasari Niswatin Resty Wulanningrum Rini Indriati Risky Aswi R, Risky Rizki Dwi Febrian Rochana, Siti Rochana, Siti Rochana, Siti Rony Heri Irawan Rosadi, Asyadam Abriel Santoso, Ricky Laschka Zidane Saputro, Abimanyu Agung Setiyawan, Gadang Putro Bagus setiyawan, Heru Siti Rochana Syafroni, Mochamad Tani , Ani Asmawati Teguh Adriyanto Thobroni, Nur Ahmadi Umami, M. Rizal Widyadara , Made Ayu Dusea Wulandari, Miftakhul Wulaningrum, Resty Yulianto, Haris Yustikawan, Eko Tri Zakaria, Farid Fauzi