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All Journal Jurnal Sosio Ekonomika Bisnis Syntax Jurnal Informatika Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Jurnal Informatika Universitas Pamulang Conference on Innovation and Application of Science and Technology (CIASTECH) MIND (Multimedia Artificial Intelligent Networking Database) Journal Jambura Journal of Informatics Journal of Electronics, Electromedical Engineering, and Medical Informatics INTI Nusa Mandiri BRITech : Jurnal Ilmiah Ilmu Komputer, Sains dan Teknologi Terapan TIN: TERAPAN INFORMATIKA NUSANTARA Abdi Kami : Jurnal Pengabdian Kepada Masyarakat Jurnal Teknik Informatika (JUTIF) Infotech: Jurnal Informatika & Teknologi Computer Science (CO-SCIENCE) Jurnal Mandiri IT Scientific Student Journal for Information, Technology and Science Jurnal Algoritma International Journal of Management Research and Economics Journal of Computer Science Contributions (Jucosco)
Fitri Nur Masruriyah, Anis
Universitas Buana Perjuangan Karawang
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Journal : Jurnal Informatika Universitas Pamulang

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Performance Evaluation of Popular Supervised Learning Algorithms Towards Cardiovascular Disease Masruriyah, Anis Fitri Nur; Novita, Hilda Yulia; Sukmawati, Cici Emilia
Jurnal Informatika Universitas Pamulang Vol 8 No 3 (2023): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v8i3.34103

Abstract

Many studies have discussed the advantages of supervised learning for dealing with extensive data on heart disease. However, only a few studies evaluate the performance of supervised learning algorithms. This research builds a classification model using supervised learning algorithms, including C4.5, Random Forest, Logistic Regression, and Support Vector Machine. The data processed is in the form of category data with character data types. The accuracy, precision, and performance evaluation results show that the Logistic Regression Algorithm has the most superior value compared to the others. On the other hand, it was found that the C4.5 and SVM algorithms had anomalous events. Although the accuracy and precision values of C4.5 were superior to SVM, SVM had better performance.
Co-Authors AA Sudharmawan, AA Ahmad Fauzi Ajie, Prasetyo Alvionika, Nindy Amril Siregar ANANDA, MUHAMMAD DWI Anton Junior Anton Romadoni Junior April Lia Hananto Arief Wibowo ARIF, SITI NOVIANTI NURAINI Asep Maulana, Asep Awal, Elsa Elvira dasmadi, dasmadi Deden Wahiddin Deny Maulana Dexi Triadinda Dwi Vina Wijaya Elsa Elvira Awal Elsa Elvira Awal Emilia Sukmawati, Cici Emilia Sukmawati Faisal, Sutan Hanny Handayani Hanny Hikmayanti Handayani Hastari, Nazwa Putri Indra, Jamaludin Juwita, Ayu Ratna MALIK, KARENINA NURMELITA Maman Suherman Mardiah Mardiah Mudzakir, Tohirin Al Muhammad Cesar Afriansyah Arief Nita, yustina Novita, Hilda Yulia Nurmayanti, Trisya Permana, Tedi Prasetyo Ajie Prasetyo, Rizky Tito Rahmat Hidayat Rahmat Rahmat RAMADHAN, ANGGA RAMDA Risky Pratama, Adi Riyandi Aditya Fitrah Rohana, Tatang Ryan Gusti Nugraha Selly Rahmawati Septiany, Eva Senia Siregar, Amril Mutoi Siti Robiah Sukmawati, Cici Emilia Syahrul Azis Tania Puspa Rahayu Sanjaya Tejayanda, Rigger Damaiarta Tiana, Ade Hikma Tri Denda Ulfa Amelia Wahiddin, Deden Widiharto, Banani Yana Cahyana Yogi Alfiansah Yogi Firman Alfiansyah Yulistiawan, Bambang Saras