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All Journal Jurnal Teknologi Industri Pertanian J@TI (TEKNIK INDUSTRI) Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Industrial and Systems Engineering Assessment Journal (INASEA) Agrointek JURNAL PASTI (PENELITIAN DAN APLIKASI SISTEM DAN TEKNIK INDUSTRI) Prosiding Semnastek JIEMS (Journal of Industrial Engineering and Management Systems) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) JURNAL Al-AZHAR INDONESIA SERI SAINS DAN TEKNOLOGI Jurnal Pemberdayaan Masyarakat Universitas Al Azhar Indonesia JURNAL TEKNIK INDUSTRI SEMNASTERA (Seminar Nasional Teknologi dan Riset Terapan) Jurnal Taguchi : Jurnal Ilmiah Teknik dan Manajemen Industri Proceeding Mercu Buana Conference on Industrial Engineering Metris: Jurnal Sains dan Teknologi Prosiding Seminar Nasional Pemberdayaan Masyarakat (SENDAMAS) Journal of Scientific Insights Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) Exhibition and Seminar on Science and Creative Technology – Al Azhar Proceeding
Budi Aribowo
Universitas Al Azhar Indonesia
Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology 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 Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Public Health Social Sciences Transportation Other

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Journal : Journal of Scientific Insights

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Honey Price Classification using K-Nearest Neighbor Machine Learning Budi Aribowo; Aprilia Tri Purwandari; Tsabitah, Nimah; Reudinta Zesha; Dwi Astharini
Journal of Scientific Insights Vol. 2 No. 1 (2025): February
Publisher : Science Tech Group

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.69930/jsi.v2i1.222

Abstract

The global honey market faces significant challenges due to price inconsistencies, which often do not correlate with the actual quality of the honey. This research aims to develop a honey price classification model based on quality using the K-Nearest Neighbor (K-NN) machine learning method. The contribution in this research is a machine learning model that can classify honey prices validated by measured variables of honey concentration. Data was collected on 14 types of honey, focusing on price per 100 ml, pcategorized into 'cheap' and 'expensive' classifications. Data processing includes statistical testing using T-Test to determine the significance of price differences, followed by applying the K-NN algorithm for classification. Model performance is evaluated using metrics such as accuracy, the Receiver Operating Characteristic (ROC) curve, a graph used to evaluate the performance of binary classification models, and the Area Under the Curve (AUC). The results show that the K-NN model achieves an optimal accuracy of 100% and an AUC of 1.00 when the K parameter is set to 3, indicating excellent classification ability. It is hoped that these findings will increase market transparency, set fairer price standards, and help consumers and producers in making decisions in purchasing honey.
Co-Authors Adhipramana, Ivan Adlina, Ginang Natilla Afranissa Firdausiyah Ahmad Juang Pratama Ahmad Raafi Alfathsyah, Arrasyid Alhafizh Ramadhan Alif Fadillah Aliza Sabrina Ramadita Amalia, Nadia Rizky Aprilia Tri Purwandari Aprilia Tri Purwandari Aprilia, Aisyah Sabrina Assidqi, Nurul Imam Ayu Lestari Ningtiyas Belia Perwitasari Maharani Belia Perwitasari Maharani, Belia Perwitasari Bianda Mayfiani Tiartanaya Budi Tjahjono Chirzun, Ahmad Cut Shity Dautama Ryzza Putra Dede Ardi Rajab Denny Hermawan Dhia Puti Andini Wibowo Dicky Sumantri Dody Haryadi Dwi Astharini Fairuz, Salsa Frans Dory Gandana, Danny M Gerry Firmansyah Ghunyatullaami’ah Ghunyatullaami’ah Hafidz, Fahmi Hamid, Sofian Hanny Nurlatifah Hartanto, Nadiya Hasna Fakhirah Haryadi, Dody Hidayat Yorianta Sasaerila Hilda Yuliani Ilmi Ramanda Sitorus Ilsa Nuri Pabo Imam Wahyudi Indrawan, Imam Wahyudi Khoirunisa, Amanda Kian Aryadi Kushandayati Kushandayati Miftah Arifin Moza Aisyah Yasmin Mudrikah, Isna Ibnah Muh Asrul Irawan, Andi Muhammad Farhad Shoulthon Indrawan Muhammad Hafidh Al Fathoni Mujadin, Anwar Muthohar, Akhmad Nabila Ramadhany Barley Nadya Rinaldy Narandana, Rifqi Fauzan Natasari - Naufal, Muhammad Bintang Nita Noriko Noviyanti, Anissa Nunung Nurhasanah Nurhasanah, Nunung Nurhasanah Purwandari, Aprilia Tri Putri Yasmin Martsela Putri, Hani Adinda Raghdawulan Raghdawulan Raharjo, Fabian Trama Rakhmaputri, Septalia Reudinta Zesha Ridho Octavia Pernando Riyana, Tharra Azzahra Rizqi Maulida Amalia Rully Ardi Setyadi Rydhoni, Rydhoni Safira Tri Handayani Samijayani, Octarina Sarah Giovani Sopian Maulana Sukarman Sukarman Suryo Tondo Lukito Syafira Ihsani Syarif Hidayat Syarif Hidayat Syarif Hidayat Tharra Azzahra Riyana Tri Purwandari, Aprilia Tsabitah, Nimah Wajdi, Muhammad Raihan Widodo, Agung Mulyo Widya Astuti Wiwik Sudarwati Yadi Heryadi Yasmin, Moza Aisyah Yusuf, Andi Mukramin