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All Journal Prosiding SNATIF Joined Journal (Journal of Informatics Education) INFOKUM Jurnal Dialektika Informatika (Detika) Journal of Medives: Journal of Mathematics Education IKIP Veteran Semarang Tematik
Handini Arga Damar Rani
Universitas IVET
Computer Science & IT Control & Systems Engineering Education Engineering Mathematics Social Sciences Other

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Implementation Particle Swarm Optimization to improve the performance of Naive Bayes on Diabetes Detection Data Handini Arga Damar Rani
INFOKUM Vol. 10 No. 1 (2021): Desember, Data Mining, Image Processing, and artificial intelligence
Publisher : Sean Institute

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Abstract

Diabetes has certainly been widely known throughout the world as a serious disease. According to WHO data in 2014 there were about 422 million adults who had diabetes. This is very interesting because the increase is very visible, almost more than doubled when compared to in 1980 people with diabetes were only around 108 million people. The more sophisticated technological developments nowadays, various types of diseases can be detected computerized using the data mining method. In this study, the researcher proposes the particle swarm optimization method to improve the quality of the data to be used in the detection of diabetes using the nave Bayes method. The resulting model was tested to obtain the accuracy and AUC (Area Under Curve) of each algorithm so that it was found that testing using nave Bayes got an accuracy value of 96.15% with an AUC value of 0.991. Meanwhile, testing using the Naïve Bayes method based on attribute selection using the Particle Swarm Optimization (PSO) method, obtained an accuracy value of 97.13% with an AUC value of 0.995.
Co-Authors Adi Nova Trisetiyanto Adi Nova Trisetyanto Afis Pratama Afis Pratama Afis Pratama, Afis Ahmad Rifai Akhmad Nayazik Christiandi Akbar Nur Prakoso Debbi Ayu Shintya Dewi Dhimas Mahendra Putra Dwi Cahyono Dwi Septiana Sari Endang Supriyati Gallet Guntoro Setiaji Herry S Mangiri Hidayat, Muhammad Taufiq Zakki Lenny Kurniati Luluk Niken Nihayah M. Hafidz Ahdiansyah Mangiri, Herry S Mohammad Burhan Hanif Mohammad Burhan Hanif Mudinillah, Adam Muhammad Taufiq Zakki Hidayat Nurya vivi Oktaviana Oktaviana, Nurya vivi Paras Aditya Rochmani Putri Kartika Sari Putri Kartika Sari R. Irianto Sudomo R. Irlanto Sudomo R. Irlanto Sudomo Sarwono Sarwono sukamto sukamto sukamto sukamto, sukamto sukamto Sutrisno Sutrisno Syaifuddin Zuhri Tutik Khotimah