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Indra Irawan
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Journal : MDP Student Conference

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Perbandingan Algoritma ID3, Naive Bayes, SVM Berbasis PSO untuk Prediksi Serangan Jantung Prayogi, M. Bagus; Irawan, Indra; Fajar, Yahya Ibnu
MDP Student Conference Vol 3 No 1 (2024): The 3rd MDP Student Conference 2024
Publisher : Universitas Multi Data Palembang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35957/mdp-sc.v3i1.6979

Abstract

This research aims to evaluate the precision of three primary predictive algorithms—ID3, naïve bayes, and SVM (SVM)—optimized using the particle swarm optimization (PSO) algorithm for detecting and predicting heart attacks. The methodology involves comparing these algorithms as tools for categorizing data into relevant groups and optimizing them using PSO to enhance prediction accuracy. Data from kaggle and uci repositories are managed using RapidMiner. The study reveals accuracy results: the ID3 algorithm achieves 75.20% accuracy with AUC 0.735, post-PSO optimization increases accuracy to 80.49% with AUC 0.815. The naïve bayes algorithm attains 81.52% accuracy with AUC 0.890, post-PSO optimization enhances accuracy to 83.94% with AUC 0.901. The SVM (SVM) algorithm records 82.13% accuracy with AUC 0.895, post-PSO optimization boosts accuracy to 84.83% with AUC 0.900.
Co-Authors Achmad Fauzi Ade Putra Adinda Salsabila Adriani, Khairunnisa Affandi, Syawlani Afifah, Siti Alam, Andi Rifqah Purnama Amrizal Muchtar Ananta, Aryoni Anggraeni, Rosfitri Anggraini, Melani Anggrawan Janur Putra Aprelia Anggraini ardila, desi Ari Sulistyowati Arita, Sri Armiati*, Armiati Asmaq, Nur Azahra, Kaila Bambang Eka Purnama Better Swengky Cahyadi, Irsan Christoporus Indra Wahyu Darlius Desi Sri Pasca Sari Sembiring, Desi Sri Pasca Sari Deska Rima Dewi Dessi Susanti Deti Elice Diah Ayu Lestari, Diah Ayu Dony Saputra Dwi Andriani, Dwi Dwi Apriliana, Atun E. Suhendi Emy Khikmawati Fajar, Yahya Ibnu Ferawati Ferawati Haidorizal, Rifkan Haq, Chairul Harissman, Harissman Harlina, Sitti Hutabarat, Diki wahyudi Indra Bahru Shobir Insani, Husnil Intan Amelia Iswati Julyta Laura Nadifa Kabul Warsito Kevin Waldo Khairi Murdy Komariyah, Sri Kriswanda, Bagus Kumar, D. Senthil Lilik Hasanah Manullang, Tawanli Marwan Marwan Merri Silvia Basri Muhammad Firjatullah Nur Akbar Nasution, Ratna Sari Nofemi Saputra Noor Islahudin, Ahmad Nur Ikhsan Nur Sakinah Nurlinda Nurlinda, Nurlinda Ocvanoel Patricia Agata, Veren Pane, Abnes Monika Citra Prayogi, M. Bagus Pribadi, Antoni Purnama, Pradani Ayu Widya Rahmi, Nadya Alinda Rajab, Junaidi Ramadhani, Elrisa Rizqy, Nurul Rohmah Tussolekha Rose Rahmidani Safni Marwa Sakinah, Mutiara Siregar, Nayla Salsabila Br Siregar, Nurul Fadhilah Siti Meysaroh Siti Safaria Sri Wahyu Widiati Sunardi Thesa Ramadhani Thoha Firdaus Trisnawati, Desi Vina Diyas Sabrina Warsito, Kabul Wathan, M.Hizbul Widayanti Widayanti Yunan Hepy Urbani Yunita, Tyna