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Aditya Akbar Riadi
Universitas Muria Kudus
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering 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 Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mechanical Engineering Neuroscience Social Sciences Transportation

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Journal : journal of blockchain nfts and metaverse technology

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Classification of the Relationship Between Fruit Consumption and Diabetes Risk Using the Naïve Bayes Algorithm Hilma, Intan Nabila; Aditya Akbar Riadi; Ahmad Abdul Chamid
SaNa: Journal of Blockchain, NFTs and Metaverse Technology Vol. 3 No. 1 (2025): February 2025
Publisher : CV. Media Digital Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58905/sana.v3i1.586

Abstract

Diabetes is a non-communicable disease whose prevalence continues to rise, where dietary patterns, including fruit intake, contribute to diabetes risk. This study classifies the relationship between fruit consumption and diabetes risk using the Naïve Bayes algorithm. The dataset consists of 400 synthetic records with 8 attributes. Data preprocessing included cleaning, normalization, and 5-Fold Cross Validation. Results show accuracy of 96.25%, precision 100%, recall 57%, and F1-score 0.73. The model was implemented into GlucoSense, a web-based system providing real-time diabetes risk predictions. This research proves that Naïve Bayes is effective for classifying diabetes risk based on fruit consumption patterns.
Co-Authors A, Ifta Abdul Abdullah, Khabib Ahmad Abdul Chamid Ahmad Lutfi Hakim Akh Sokhibi Alif Catur Murti, Alif Catur Alvin Rainaldy Hakim Aminatus Syarifah Arief Susanto Azami, Farich Al Chamid, Ahmad Abdul Darsilowati Darsilowati Dicky Prasetiyo Durrun Nada Amarylis Dwimaelani, Riska Dwyan Akbar Putra Esti Wijayanti Esti Wijayanti, Esti Evanita Evanita Evanita, Evanita Evanita, E Fadhilah, Norma Farich Al Azami Farichah, Ainul fatmarini, dini Fera Anggraini Fistiana Fistiana, Fera Anggraini Gabriel Dwiki Ari Permadani Gunawan, Bagus Suseto Hanik Hidayati Hilma, Intan Nabila Ifta Abdul A Indra Lina Putra Ivan Bagus Prasetiyo Jannah, Zuliana Nurul Khabib Abdullah Khilmawan, Muhammad Rizqi Khoirun Nisa', Nining Khoirunnisaa, Ulayya Salmaa Khusna, Nor Milatul Mahendra, Vicki Yuda marta, amelia vidora revita Maulana Aditya Yusman Muhammad Imam Ghozali Murniawati, Mita Ningrum, Diah Ayu Cahya Oktavianus, Yohanes Pegianti, Nanda` Prasetiyo, Dicky Prasetyo, Herlambang Dwi Putra Aprilian Prastianing Huda Putra, Indralina Lina Ratih Nindyasari Riasti, Savira Rizal Ramli, Rizal Rizkysari Meimaharani Rizkysari Meimaharani Salsabila, Karima Salsabilah, Nisrina Rona Saputra, Andre Tri Sari, Fadia Karlika Shofa Allaisya Shofiana, Arista Sokhibi, Akh Sokhibi, Akh Sri Lestari Sugiarto, Elmalia Risma Putri Sugiharto, Wibowo Harry Sukmawati, Zesiy Risna Dewi Syirojuddin, Ahmad Idris Syukron, Muhammad Habib Tri Listyorini UMAM, MUHAMAD KHOTIBUL Vera Meirotun Hidayatika Vicki Yuda Mahendra Wulandari, Gilang Ayu Yehezkiel Febri Kurniawan Yudha, Raka Gifaris Anega Yuliana Fitriani