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Priyono Priyono
Department Of Physics, Faculty Of Sciences And Mathematics, Diponegoro University
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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

 1 
Prediction of Heart Disease Using K-Nearest Neighbor and Particle Swarm Optimization Algorithm Saputra, Elin Panca; Saryoko, Andi; Kusumo, Aryo Tunjung; Priyono, Priyono
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 1 (2025): March 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i1.33373

Abstract

One of the leading causes of death nowadays is heart disease, so more has to be done to avoid it, such as by making prediction models work better. Among the machine learning algorithms is K-Nearest Neighbor (K-NN) is among the best methods for predicting heart disease based on several risk factors, including smoking, high blood pressure, diabetes, age, and so on. To get accurate values and attribute selection features, we tested them with K-NN, and to improve the results of our research predictions, we combined them using the Particle Swarm Optimization (PSO) algorithm. The results are very interesting after we do the calculations, the algorithm that uses PSO-based K-NN gets a higher weight compared to using only the K-NN algorithm. The predicted value of the weight resulting from the PSO-based K-NN is 97.67%. while the results only use K-NN of 64.92%. The advantages of PSO can also select attributes that can affect it, namely age, diabetes, and ejection fraction. So gathering information through data mining. The PSO-Based K-NN method, which is the primary machine learning technique used in this computation, yields the greatest results in terms of accuracy for heart disease when applied to the data assets. Using the K-NN - PSO algorithm can provide promising results for predicting symptoms that cause heart disease with very good accuracy. PSO is Used to choose features and optimize k values on the K-NN dataset, after which the accuracy is output on the K-NN.
Co-Authors A Manaf A. Haris A. Rusgiyono A.A. Ketut Agung Cahyawan W Abidin, Nur Achmad Imam Agung AF Kurniawan, AF Agfianto, Tomi Agung Cahyono Agus Anggoro Sigit Agus Subagio Agus Trihandoyo Agus Ulinuha Ahmad Asrori Ali Haidir Alif Noor Anna Aminuyati Anas M Najih Andi Andi Andi Gunawan Andi Saryoko Andoyo, Andreas Angelina, Dian Anggrellanggi, Arsy Arif Jauhari Arisandy, Poppy Arisanty, Poppy ARIWIBOWO, PRASETIO Arnelli Arnelli Artian, Artian Sirun Artian Aryo Tunjung Kusumo Astia Ningsih, Dwi Atien Priyanti Augustine, Yvonne Auliani, Faulhia B. Raharjo Bahri, Saiful Bawano, Franklin Bawono, Ari Bianome, Wofrid Erlista Bianome, Wolfrid Choirul Amin Choirul Anam AM Diponegoro D. Ispriyanti David David Dian Puspita Didik Setiyo Widodo Dilahur Dilahur, Dilahur Dima, Adid Balle Dina Syafrianingsih, Dina Dwi Budi Santoso Dwi Purwantoro Sasongko Dwi Wahyu Nugroho Dwiantoro, Tino E. Setiawati Edy Suprapto Endang Sri Sudalmi Eris, Deden Dewantara Erma Kumala Sari F. Ariyanto Fadila, Hana Fahira, Talitha Khansa Fahrizal Fahrizal Fajar Arif Mustofa Fatur, Tiyo Fauziyah, Ridha Feta, Neneng Rachmalia Fiqhan Muslim , Ibnu fiqhan muslim, ibnu Fitria Fitria Fitriyah, Fauziatul Fransisca, Luciana guntoro, adi H. Sutanto H. Sutanto Henny Armaniah Henny Destiana Heri Sutanto Hindriari, Reni Hocky, Agus Hodo, Yeremias Lake Hudzaifah Hazazi Zia Kusuma Hutahuruk, Marice Br I Gusti Bagus Wiksuana I Gusti Putu Asto Buditjahjanto I Nurhasanah I. Marhaendrajaya Ihwan Susilo, Ihwan Iis Nurhasanah Ilmy Zaada Faidullah Imam Hardjono Indras Marhaendrajaya Isti’ana Maftuchah, Isti’ana J. E. Suseno Jasman Jasman Jatmiko Endro Suseno Joko Sudarto Joni Joni Juwanda, Farikhin K Sofjan Firdausi K, Basri K. S. Firdausi, K. Karnaji Karnaji Karyono Karyono Ketut Sofjan Firdausi, Ketut Sofjan Kharis Triyono Khasan Rowi Kholifah, Desiana Nur Kilat Permana Putra Kliwon Hidayat Kristanto, Daniel Kudri, Muhammad Wan Kudri, Wan Muhammad Kukuh Dwi Septiana Kusumo, Aryo Tunjung Kuswaji Dwi Priyono Laia, Maria Monika Septa Lila Dini Utami Lilik Anifah Luktyansyah, Insyiah Meida M. Imam Taufiq M. Izzati M. Nur Manesi, Damianus Manurung, Lengsi Mau, Sealtial Mau, Sealtiel Maximilian M. J. Kapa, Maximilian M. J. Muh Yasin YBIC Muhammad Abdul Aziz Muhammad Faisal Muhammad Farid Aminudin, Muhammad Farid Muhammad Hilman Fakhriza, Muhammad Hilman Muhammad Rivai Mujiono Mujiono Munawar Cholil Muryanto Nanda, Adi Prasetia Nasution, Ali Napiah Nofiar, Nofiar Nofrizal Nofrizal Nufus, Khayatun Nurdin Ibrahim Nurkholis Nurkholis Nurul Taufiqu Rochman Nurwenda Novan Maulana Nyoto Nyoto, Nyoto Panca Saputra, Elin Paramita, Safira Arta Pardoyo Pardoyo Passu, Ahas Weros PRAKOSO, Haryo Tejo Putri, Ega Harnanditya Putri, Novia Kelana Putri, Novita Yulia R. Hariyati R. Hastuti Radyum Ikono Rahayu, Adi RAHMAD MAHENDRA SARWIJIWO Rahmat Tri Yunandar Ramadhani, Syaikhah Aditya Ranam, Sanudin Regina Ayu Andini Rezki, Muhammad Ricky Ricky Rike Yudianti Rike Yudianti Rismaya, Siska Riyaji, Akbar Rizaldi Putra Rohana, Krisma Dwi Rosihan Asmara RR. Ella Evrita Hestiandari S Siswanto S, Yvonne Augustin S. Suryono S. Tana Sanggam Ramantisan Saputara, Elin Panca Saputro, Achmat Yulyadi Saputro, Avisema Sigit Sartono Joko Santosa Satria, Rita Siregar, Valdi Muhamad Rafiansyah Siregar, Valdi Muhammad Rafiansyah Sirih, Muhammad Siswadi Siswadi Soekarno Mismana Putra, Soekarno Mismana Sri Hartati Sri Wahyuni Subagya Subagya, Subagya Subhan Subhan Sudarno Sudarno Sugito Sugito Suhardjono Suhardjono Suhartono Suhartono Sulastri Sulastri Suldalmi, Endang Sri Sulistyawan A Sulistyo Sulistyo Sunarhadi, M. Amin Sundari Utami, Shinta Supratiwi, Mahardika Suryadhitia, Rachmat Suryadithia, Rachmat Suswandi, Suswandi Suyono Suyono Syukur, Adnan T. Windarti Tage, Oktafianus Tamelan, Paul G. Taufik Rahman Thaka, Indra Tito Prastyo Rahman To, Yonas Tri Atmoko Tri Susilowati U Kaltsum, U Ummi Kaltsum Valencia, Erica Very Richardina Vincensius Gunawan S.K. W. H. Rahmanto Wibisono, Sigit A. Widiyanto Widiyanto Widyastuti, Lina Ayu Windu Ganar Prasongko Windu Ganar Prasongko Wofrid E. Bianome Yulanda, Novidya Yuli Priyana Yuswono Yuswono Z. Muhlisin Zaenul Muhlisin