Article Per Year (5 Year)
p-Index From 2021 - 2026
8.043
P-Index
This Author published in this journals
All Journal HAYATI Journal of Biosciences Jurnal Lahan Suboptimal JSI: Jurnal Sistem Informasi (E-Journal) Indonesian Journal of Electrical Engineering and Informatics (IJEEI) Jurnal Simantec Journal of Agromedicine and Medical Sciences InComTech: Jurnal Telekomunikasi dan Komputer Buletin Farmatera JITK (Jurnal Ilmu Pengetahuan dan Komputer) Syifa' MEDIKA: Jurnal Kedokteran dan Kesehatan Martabe : Jurnal Pengabdian Kepada Masyarakat Jurnal Kreativitas PKM Jurnal Kebijakan Sosial Ekonomi Kelautan dan Perikanan Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal 'Aisyiyah Medika Jurnal Vokasi Madaniya PLAKAT : Jurnal Pelayanan Kepada Masyarakat Indonesia Berdaya Jurnal Pengabdian Masyarakat Asia Majalah Kesehatan Indonesia Journal of Applied Data Sciences Jurnal Pengabdian Masyarakat: Humanity and Medicine Bioscientia Medicina : Journal of Biomedicine and Translational Research Britain International of Exact Sciences Journal (BIoEx Journal) Jurnal Abmas Negeri (JAGRI) Jurnal Ilmiah Kesehatan (JIKA) International Journal of Islamic and Complementary Medicine Ahmad Dahlan Medical Journal Ekalaya: Jurnal Pengabdian Kepada Masyarakat Indonesia Termometer: Jurnal Ilmiah Ilmu Kesehatan Dan Kedokteran Journal Of Artificial Intelligence And Software Engineering Jurnal Kecerdasan Buatan dan Teknologi Informasi (Medical Scientific Journal) MESINA Ulil Albab Jurnal Pengabdian Masyarakat Indonesia Energy: Jurnal Ilmiah Ilmu-ilmu Teknik Biodiversitas Journal of Biological Diversity
Indri Ramayanti
Universitas Muhammadiyah Palembang
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 63 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : journal of artificial intelligence and software engineering

 1 
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 Adhi Permana Affandi, Azhar Kholiq AHMAD MUSLIM AHMAD MUSLIM Ahmad Ghiffari Ahmad Muslim Akbar, Alexander Alfath, Mochammad Nanda Ardani Ali Amran Alifah Dimar Ramadhina Alpasyah, M. Mico Ambarwati Ambarwati Anggina, Dientyah Nur Anggraini, Wieke Anisatul Aflah Anita Desiani Anita Desiani Annisa Nurul Jannah Ardi Artanto Arhami, Muhammad Asmalia, Resy Asmarani Makmun Athallah, Muhamad Alaf Atika Safitri Armo Aulia Rahman, Reynaldi Azzahra, Nur Devita Bachtari Alam Hidayat Bambang Suprihatin Budi Utama Budi Utama, Budi CHAIRIL ANWAR Chairil Anwar Chairil Anwar CHANDRA IRSAN Dedy Hermanto Deris Stiawan Des Alwine Zayanti, Des Alwine Dewi Yuniasih Dhimas, Fandika Dientya Nur Anggina Edi Saputra Edi Saputra Edi Surya Negara Fakhira Anisha Faradila Fathinah, Nadiva Azro Fatinah Fairuz Qonitah Faturohim, Agus Geovani, Dite Ghina Zalmih Ghufron, Jundi Zahid Giovillando HAMZAH HASYIM HAMZAH HASYIM Hamzah Hasyim Hasanah, Khalifah Helmizuryani Helmizuryani Hermawan, Arfan Husna, Aisyah Mardiatul Indriyani Indriyani Irmeilyana Ismail Ismail Karnadi KHM Arsyad, KHM Kuntafie Tarik Al Haq Mukhtarudin Kurniawan Laila Rahmawati Latius Hermawan Latius Hermawan Layal, Kamalia Lindri, Sheilla Yonaka Liza Chairani Lucille Anisa Suardin Malika Zilda Manalu, Alman Pratama MARIESKA VERAWATY Mayasari, Ni Made Elva Meilinda Meilinda Meilinda Meilinda Meilinda, Meilinda Miranti Dwi Hartanti Mitayani Purwoko Mochammad Nanda Ardani Alfath Muchtar, Ali Muhammad Arhami Muhammad Arhami Muhammad Fahmi Muhammad Ihsan Muhammad Qurhanul Rizqie Muhammad Ramadhan Hoiri Muhammad Saleh Ramadhan Muhammad Umar Abdussalam Mukhtarudin, Kuntafie Al Haq Mustaqima, Dina Mutiara Malihah Putri Narti Narti Narti Narti, Narti Negara, Edi Surya Nia Saraswati Noverina, Dea Putri Novi Rustiana Dewi Nur Devita Azzahra NURHAYATI DAMIRI Nurul Qamariah, Nurul Oktariza, Rury Tiara Pasma Azzahra Permana, Adhi Pingkan Ayu Putri Arta Prayogi, Fandika Dhimas Puspa Sari Putri Aprilia Kusuma Widyanti Putri Aprilia Kusuma Widyanti Putri Erlyn Putri Rizki Amalia Badri Putri Utami Pratiwi Rahma Syifa Aulia Ramadhan, Faishal Fitra Ratih Pratiwi Ratika Febriani Ratika Febriyani Ravisha Keyna Anduwi Rayani, Ira Resy Asmalia Reynaldi Aulia Rahman Reza Al Fath Reza Reza Rio Halim, Muhammat Rio, Muhammad Risdiansyah Risdiansyah Rizki Maulana Rizki Septian Rizma Adlia Syakurah Rizqie, Muhammad Qurhanul Rosita, Yanti Safitri, Rizka Nabila Saraswati, Nia Ayu Sasongko, Muhammad Aditya Septiani Nadra Indawaty Shalshabilla, Alysha Titania Sigit Priyanta Silvana, Rista Siska Fitriani SITI HERLINDA SITI HERLINDA SITI HERLINDA Siti Husnul Hotimah, Siti Husnul Siti Rohani Sri Indra Maiyanti Sri Indra Maiyanti Suarni, Ertati Suryani Suryani SUWANDI SUWANDI Syakurah, Rizma Adlia Tasya Aulia Dita Thia Prameswarie Wieke Anggraini Yadi Utama Yogi Saputra, Yogi Zalika, Putri Zalmi, Ghina Zilda, Malika