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Ramayanti, Indri
Department Of Parasitology And Microbiology, Faculty Of Medicine, Universitas Muhammadiyah Palembang, Indonesia
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Journal : Journal Of Artificial Intelligence And Software Engineering

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Comparison of Adaptive Boosting and Categorical Boosting in Heart Attack Diagnosis Amran, Ali; Suryani, Suryani; Fathinah, Nadiva Azro; Desiani, Anita; Ramayanti, Indri
Journal of Artificial Intelligence and Software Engineering Vol 6, No 1 (2026): Maret
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v6i1.9051

Abstract

Heart disease is one of the leading causes of death worldwide, and therefore, accurate early detection methods are needed to help reduce mortality rates. One approach that can be applied is machine learning using classification techniques based on ensemble boosting algorithms. This study aims to compare the performance of two ensemble algorithms, namely Adaptive Boosting (AdaBoost) and Categorical Boosting (CatBoost), in classifying heart attack disease. The labels used in this study are positive and negative. The evaluation process was conducted using two testing techniques: percentage split with a ratio of 80% training data and 20% testing data, and 10-fold cross-validation. Model performance was evaluated based on accuracy, precision, and recall to comprehensively measure classification capability. The results show that in the percentage split method, CatBoost achieved the highest accuracy of 98.88%, while in k-fold cross-validation it reached 98.43%. Nevertheless, AdaBoost also demonstrated good performance, with all evaluation metrics exceeding 90%. Therefore, the best-performing model in this study is CatBoost with the k-fold cross-validation technique on the heart attack dataset.
Co-Authors Abdussalam, Muhammad Umar Affandi, Azhar Kholiq Aflah, Anisatul Ahmad Ghiffari Ahmad Muslim Akbar, Alexander Alfath, Mochammad Nanda Ardani Ali Amran Alifah Dimar Ramadhina Alpasyah, M. Mico Ambarwati Ambarwati Anggina, Dientyah Nur Anggina, Dientyah Nur Anggraini, Wieke Anita Desiani Annisa Nurul Jannah Arhami, Muhammad Artanto, Ardi Asmalia, Resy Asmarani Makmun Athallah, Muhamad Alaf Atika Safitri Armo Azzahra, Nur Devita Badri, Putri Rizki Amalia Bambang Suprihatin Budi Utama Budi Utama, Budi Chairani, Liza Chairil Anwar Deris Stiawan Des Alwine Zayanti, Des Alwine Dewi Yuniasih Dhimas, Fandika Dientya Nur Anggina Edi Saputra Edi Surya Negara Faradila, Faradila Fathinah, Nadiva Azro Fatinah Fairuz Qonitah Faturohim, Agus Geovani, Dite Ghina Zalmih Ghufron, Jundi Zahid Giovillando Hamzah Hasyim Hasanah, Khalifah Helmizuryani Helmizuryani, Helmizuryani Hermawan, Arfan Hidayat, Bachtari Alam Husna, Aisyah Mardiatul Indawaty, Septiani Nadra Indriyani Indriyani Irmeilyana Ismail Ismail Karnadi KHM Arsyad, KHM Kuntafie Tarik Al Haq Mukhtarudin kurniawan Laila Rahmawati Latius Hermawan Layal, Kamalia Lindri, Sheilla Yonaka Lucille Anisa Suardin Manalu, Alman Pratama Mayasari, Ni Made Elva Meilinda Meilinda Miranti Dwi Hartanti Mitayani Purwoko, Mitayani Mochammad Nanda Ardani Alfath Muchtar, Ali MUHAMMAD FAHMI Muhammad Ihsan Muhammad Qurhanul Rizqie Muhammad Umar Abdussalam Mukhtarudin, Kuntafie Al Haq Mustaqima, Dina Narti Narti, Narti Noverina, Dea Putri Noviyanti Noviyanti, Noviyanti Nurul Qamariah, Nurul Oktariza, Rury Tiara Permana, Adhi Prameswarie, Thia Prayogi, Fandika Dhimas Putri Erlyn Putri Utami Pratiwi Putri, Mutiara Malihah Rahma Syifa Aulia Ramadhan Hoiri, Muhammad Ramadhan, Faishal Fitra Ramadhan, Muhammad Saleh Ratih Pratiwi Ratih Pratiwi Ratika Febriani Ratika Febriani Ratika Febriyani Rayani, Ira Reynaldi Aulia Rahman Reza Al Fath Reza Reza Rio Halim, Muhammat Rio, Muhammad Risdiansyah Risdiansyah Rizma Adlia Syakurah Rosita, Yanti Safitri, Rizka Nabila Saraswati, Nia Saraswati, Nia Ayu Sasongko, Muhammad Aditya Shalshabilla, Alysha Titania Sigit Priyanta Silvana, Rista Silvana, Rista Siska Fitriani SITI HERLINDA Siti Husnul Hotimah, Siti Husnul Siti Rohani Sri Indra Maiyanti Suarni, Ertati Suryani Suryani Tasya Aulia Dita Thia Prameswarie Thia Prameswarie Widyanti, Putri Aprilia Kusuma Wieke Anggraini Yadi Utama Yogi Saputra, Yogi Zalika, Putri Zalmi, Ghina Zilda, Malika