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All Journal International Journal of Electrical and Computer Engineering International Journal of Evaluation and Research in Education (IJERE) Jurnal Ilmu Pendidikan Jurnal Pembangunan Pendidikan: Fondasi dan Aplikasi Jurnal Pendidikan Vokasi Cakrawala Pendidikan Jurnal Penelitian dan Evaluasi Pendidikan Jurnal Civics: Media Kajian Kewarganegaraan ISTORIA INFORMASI Litera Jurnal Ilmiah WUNY Jurnal Kreatif Tadulako Online El-HARAKAH : Jurnal Budaya Islam Journal of Education and Learning (EduLearn) Paramita: Historical Studies Journal Lentera Pendidikan : Jurnal Ilmu Tarbiyah dan Keguruan Jurnal Online Mahasiswa (JOM) Bidang Teknik dan Sains Harmoni Sosial: Jurnal Pendidikan IPS Jurnal Prima Edukasia Jurnal Antropologi: Isu-Isu Sosial budaya AGASTYA: JURNAL SEJARAH DAN PEMBELAJARANNYA Jurnal Sejarah Citra Lekha Jurnal Sejarah dan Budaya Al Ishlah Jurnal Pendidikan Jurnal Pendidikan Sejarah Patanjala : Jurnal Penelitian Sejarah dan Budaya Journal of Education Technology International Journal of Active Learning Diakronika Prosiding Seminar Nasional Teknik Mesin Jurnal Pendidikan Sejarah Indonesia PANYONARA: Journal of English Education Journal of Social Studies (JSS) Jurnal Perseda : Jurnal Pendidikan Guru Sekolah Dasar Jurnal Pendidikan dan Kebudayaan Budapest International Research and Critics in Linguistics and Education Journal (Birle Journal) IJPD (International Journal Of Public Devotion) Jurnal Hukum Kaidah: Media Komunikasi dan Informasi Hukum dan Masyarakat Chronologia JURNAL KEISLAMAN Jurnal Lektur Keagamaan HISTORIA: Jurnal Program Studi Pendidikan Sejarah Bangun Desa : Jurnal Pengabdian Masyarakat Solo International Collaboration and Publication of Social Sciences and Humanities Didactica : Jurnal Kajian Pendidikan dan Pembelajaran Fahmina Jurnal Pendidikan Islam Jurnal Epistemic : Jurnal Ilmiah Pendidikan LOGOS Paramita: Historical Studies Journal
Aman Aman
Universitas Negeri Yogyakarta
Religion Aerospace Engineering Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering 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 Nursing Public Health Social Sciences Other

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Journal : International Journal of Electrical and Computer Engineering

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Optimized stacking ensemble for early-stage diabetes mellitus prediction Aman, Aman; Chhillar, Rajender Singh
International Journal of Electrical and Computer Engineering (IJECE) Vol 13, No 6: December 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v13i6.pp7048-7055

Abstract

This paper presents an optimized stacking-based hybrid machine learning approach for predicting early-stage diabetes mellitus (DM) using the PIMA Indian diabetes (PID) dataset and early-stage diabetes risk prediction (ESDRP) dataset. The methodology involves handling missing values through mean imputation, balancing the dataset using the synthetic minority over-sampling technique (SMOTE), normalizing features, and employing a stratified train-test split. Logistic regression (LR), naïve Bayes (NB), AdaBoost with support vector machines (AdaBoost+SVM), artificial neural network (ANN), and k-nearest neighbors (k-NN) are used as base learners (level 0), while random forest (RF) meta-classifier serves as the level 1 model to combine their predictions. The proposed model achieves impressive accuracy rates of 99.7222% for the ESDRP dataset and 94.2085% for the PID dataset, surpassing existing literature by absolute differences ranging from 10.2085% to 16.7222%. The stacking-based hybrid model offers advantages for early-stage DM prediction by leveraging multiple base learners and a meta-classifier. SMOTE addresses class imbalance, while feature normalization ensures fair treatment of features during training. The findings suggest that the proposed approach holds promise for early-stage DM prediction, enabling timely interventions and preventive measures.
Co-Authors Adharianti, Nia Adi Suryanto Adrianto Ahmad Ahmed, Touheed Ajat Sudrajat Akbar, Muh Al-Husna, Khofifah Indah Albertus Agung Vidi Susanto Ali Karim Amir Awaluddin Amirul Syafiq Amrih Setyo Raharjo Anggita, Anggita Apriliana Rusly Haniah Apriyanthy.LK, Elsa Carlina Ari Yuda Kusuma Arif Hamidi L Arif Rohman Asyhar Basyari Asyif Awaludin Romadhoni Asyif Awaludin Romadhoni Aulia, Suci Nurul Awanis Akalili Ayami, Zaenita Sayidatil Azis Faturahman Balraj Singh Chhillar, Rajender Singh Cintatia Salsabila Damaringtyas, Christophorus Putro Dedi Junaedi, Dedi Dermawan, Aris Desi Heltina Desi Susanti Dewantara, Billy Julian Dimas Aldi Pangestu Dona Syah Azizah Drastinawati Drastinawati, Drastinawati Dyah Kumalasari Dzaky Akhsan Hummada Ebtana Sella Mayang Fitri Elis Suryani Endi, Yohanes Estika Efa Prasiska Fadli Fadli Fadli Fadli Fadli, Muhammad Rijal Fahri, Ardian Fahruddin Fahruddin Fauzan, Ananda Febbrizal Febbrizal Fikri, Asyrul Firdaus, Fery Muhamad Hafizatul Anisa Handayani, Winarni Henny Rosa Putri Indri Kurniawati Irvan Tasnur Isjoni Isjoni Jana, Padrul Khoiriyah, Febriana Kian Amboro Kristoforus Bagas Romualdi Kunal Mehta Kuswono Kuswono La Ode Dinda Lantip Diat Prasojo Lapele, Fitria Leli Yulifar Lestari, Elisa Jayanti Lia Yuliana Luluk Elyana Miftahuddin Mifatahuddin Miftahuddin Miftahuddin Miftahul Arozaq, Miftahul Moch. Sholeh, Moch. Mohammad Rikaz Prabowo Monita Olivia Muhammad Ertam Hidayat Muhammad Nazar Mustofa, Andhi Muhammad nazara, Ranita Ngadirin Setiawan Ningsih, Tri Zahra Nur Hidayanto Pancoro Setyo Putro Nurtanio Agus Purwanto Nurul Huda Ofianto, Ofianto Oktaviana, Jihan Prabowo, Mohammad Rikaz Rabaah binti Abdullah Raden Roro Anisa Khaura Rahmat Fadhli Ramadan, Pariz Ramadan, Syahri Ranita Nazara Risky Setiawan Romadhoni, Asyif Awaludin Saefur Rochmat Saliman Saliman Samsul Hadi Saputra, Nanda Setiawan, Johan Shasliani Syamsul Shaza Fajhira Siregar, Mulatua Solly Aryza Suarman Subroto Subroto Sulis Setiani Kusuma Dewi Sulu, Andrian Hafid Sumarno . Sunarhadi, M. Amin Supardi Supardi Supardi Supardi SURYA AYMANDA NABABAN Ulfah Nury Batubara Ulil Azmi Banani Usman Usman Waridah Waridah Widia Murni Wijaya Widya Noviana Noor Yohanikah, Naila Undri Yosie Eva Purbaningrum Yulianti, Nuri Yuliantri, Rhoma Dwi Aria Yunidar Yunita, Beta Ria Yuyu Yohana Risagarniwa Zul Asri