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Journal : Journal Of Artificial Intelligence And Software Engineering

Comparison of K-Nearest Neighbor and Naive Bayes Algorithms for Tuberculosis Diagnosis Classification Setiadi, Dedi; Arif, Alfis; Oktaria, Anik
Journal of Artificial Intelligence and Software Engineering Vol 5, No 1 (2025): Maret
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v5i1.6456

Abstract

Tuberculosis is an infectious disease caused by the bacteria mycobacterium tuberculosis. Tuberculosis is a serious global health problem and can cause death if not treated properly. At the Sidorejo Health Center, the current process of diagnosing patients uses several benchmarks of medical history obtained from patients regarding complaints, symptoms, and risk factors, while the results of the diagnosis calculation are not yet known. Comparison of the K-nearest neighbor and naïve bayes algorithms in classifying tuberculosis can provide input for the Sidorejo Health Center in seeing the accuracy of the diagnosis of tuberculosis, with medical information such as symptoms and medical history, where later patient data will be processed using the rapid miner application. The system development method used in this study is CRISP-DM, which consists of business understanding, data understanding, data preparation, modeling, evaluation, and deployment. The testing method uses a confusion matrix to measure the accuracy of the algorithm model with the results being that the K-nearest neighbor algorithm produces a high accuracy of 98% while the naïve bayes algorithm is the lowest with an accuracy of 0.70%.
Co-Authors Achmad Hendharsetiawan, Andy Agus Sugiharto Agus Sugiharto Akbar, Prima Soultoni Al Din, Sayyid Jamal Amany, Fadhila Azhar Amin Sakaria, Muhammad Annisa, Nabila Nur Arief, Riskal Arif, Alfis Asri Insiana Putri bayu pamungkas Budi Leksono Dewi, Nur Kumala Edowinsyah, Edowinsyah Effendi, Muhammad Ridwan Eko Pujiono Eliza Eliza Esmeralda, Gracia Nadya Fadillah, Agung Fadly, Fery Fauzan, Yusuf Sigit Ahmad Fauzi, Mohamad Anis Fauzi, Mohammad Anis Febrianto Febrianto, Febrianto Febrianto, Dannie Fitriani, Novita Fitriansyah, Ahmad Gusmaliza, Debi Hamdan Adma Adinugraha Hapzi Ali Harahap, Irma Suryani Haryono, Yudhie Hasna, Tri Maria Hendharsetiawan, Andy Achmad Hendrasetiawan, Andy Achmad ILG Nurtjahjaningsih, ILG Imas Masturoh Iskandar, Riadho Jamila, Abdul Julfia, Fenty Tristanti Liliana Baskorowati Masdalipa, Risnaini Masdalipa, Risnaini masda Mashudi Mashudi Mashudi Mohammad Ikhsan Saputro, Mohammad Ikhsan Mubarok, Royhan Ibnu Muchtar, Asyari Mudji Susanto Muhammad Khaerudin Mursid, Asep Nabilah, Lily Narji, Mohammad Nasrullah, Abdi Ni’mah, Nurul Annisatun Nurtjahjaningsih, Ida Luh Gede Oktaria, Anik Paryanti, Atik Budi Peniarsih, Peniarsih Permadi, Noor Pertiwi, Santhi Puspita, Desi Radiati, Ani Rano Agustino Rifqi, Agven Muharis Rina Laksmi Hedrati Rina Laksmi Hendrati Rizal, Agus Rosmawati, Henni Rossa, Mohamad Adila S. Sugiharto Sari, Fajar Yunita Sasmita Sasmita Satryawati, Eka Sinaga, Fius Bryan Nigel M. Sondang Sibuea Sopian, Abu Sugeng Pudjiono, Sugeng Suhenda, Andi Sukawan, Ari Sumardi Sumardi . Sunaryo, Yaya Suryani Kurniasih, Dewi Lena Suryani Suryatno, Agung Sutrisno, Sutrisno Syahri, Riduan Tata Sumitra Tata Sutabri Tri Rini Nuringtyas Ulfah Fauziah Umam, Ahmad Chatibul Untoro, Ari Bayu Wahyuni, Tariska Desri Wibisono, Mochamat Gunawan Widyahastuti, Febrianti Wirabuana, Pandu Yudha Adi Putera Wulandari, Robeca Yogi Isro Mukti, Yogi Isro Yohanes Bowo Widodo Zulkarnain, Muhammad Haris