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All Journal VALENSI Reaktor Jurnal Ilmu Dasar Jurnal Sains dan Seni ITS Jurnal Online Mahasiswa (JOM) Bidang Ilmu Sosial dan Ilmu Politik Journal of Mathematical and Fundamental Sciences SEMIRATA 2015 Jurnal Zeolit Indonesia Inklusif: Jurnal Pengkajian Penelitian Syariah dan Ilmu Hukum Jurnal Kimia Riset Jurnal Ilmiah Rekayasa Pertanian dan Biosistem Jurnal Rekayasa Bahan Alam dan Energi Berkelanjutan AKSIOLOGIYA : Jurnal Pengabdian Kepada Masyarakat Indonesian Journal of Chemistry Communications in Science and Technology Akta Kimia Indonesia Maarif Nusantara Science and Technology Proceedings INTERNATIONAL JOURNAL OF SOCIAL, POLICY AND LAW (IJOSPL) AbdiTechno (Jurnal Pengabdian Masyarakat) Automotive Experiences Makara Journal of Science El 'Aailah DEVOTE: Jurnal Pengabdian Masyarakat Global Jurnal Pendidikan Islam Jurnal Media Birokrasi Capacitarea : Jurnal Pengabdian Kepada Masyarakat PIKAT Sewagati HIKMATUNA: Journal for Integrative Islamic Studies APPA : Jurnal Pengabdian Kepada Masyarakat TEKNOBIS : Jurnal Teknologi, Bisnis dan Pendidikan Hikmatuna Jurnal Pengabdian Masyarakat The Sociology of Islam SASI Journal of Informatics Development Kurva: Jurnal Ekonomi Manajemen Keuangan dan Bisnis
Hamzah Fansuri
Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Other

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Journal : Journal of Informatics Development

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Detection of Diabetes in Pregnant Women Using Machine Learning as an Effort Towards Golden Indonesia 2045 Muliawan, Agung; Rohim, Muhamat Abdul; Fauziah, Difari Afreyna; Yusuf, Hamzah Fansuri
Journal of Informatics Development Vol. 3 No. 1 (2024): Oktober 2024
Publisher : Institut Teknologi dan Bisnis Widya Gama Lumajang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30741/jid.v3i1.1418

Abstract

One of the goals of the Golden Indonesia 2045 program is to utilize health technology to enhance public health, with diabetes being a prominent concern. This research aims to employ ensemble classifier optimization techniques in machine learning for the early detection of diabetes among pregnant women. The study uses physiological data, including variables such as glucose levels, number of pregnancies, skin thickness, blood pressure, insulin levels, body weight, family history, and age. By combining multiple models, ensemble classifiers can enhance prediction accuracy, stability, and overall model performance. This research utilizes an open Kaggle dataset on pregnant women to train and test machine learning models, specifically Support Vector Machine (SVM) and Deep Learning, incorporating ensemble techniques such as bagging and boosting. Experimental results indicate that the ensemble classifier approach significantly enhances diabetes classification, with SVM using bagging achieving the highest accuracy at 76.95%. These findings suggest that ensemble classifier methods could be a valuable tool for early diabetes detection, providing timely intervention and improved risk management during pregnancy, which supports the objectives of improving public health under the Golden Indonesia 2045 initiative.
Co-Authors Abdul Munip Abdullah, Romario Achmad Otong Busthomi Adi Setyo Purnomo Afif Muamar Agung Muliawan Ahmad Rofii Ahyudia Malisa Ilham Aisah Aisah Al Mustaqim, Dede Amirul Mukminin Andriyani, Yani Anggaria Maharani Anita Karlina Arief Adhiksana Arief Firmansyah Arif Rahman Saleh Arvan Rahmanda Askur Rahman Astira, Dinia Aulia Indri Cahya Azaki Khoirudin Bahomaid, Saleh Abdoalgaader Ali Bambang Sudarmanta Bambang Sudarmanta, Bambang Bambang Wahyudi Cholifah Endah Royani Dahlan, Rahman Dani Hanif Rianto Dety Oktavia Sulistiono Devi, Serlina Oktavia Diah Kartika Sari Dian Farida Asfan Didik Prasetyoko Dinansyah Aditya Djoko Hartanto Djoko Hartanto Dong-ke Zhang Edy Setyawan Endang Purwanti Endang Purwanti Setyaningsih Enung Siti Nurhidayah Erliyanti, Nove Kartika Fadlan, Arif Fahimah Martak Faisal Farhanah Thalib Faridz Ravsamjani Fauziah, Difari Afreyna Gia Hung Pham Gunawan, Triyanda Gunawan, Triyanda Hadi Nur Hadi Nur Hafiz Dzarfan Othman, Mohd Hamdan Dwi Rizqi Harmami Harmami Hendiyani, Mesy Faridah Herdayanto Sulistyo Putro Hidayati, Ririn Eva Icha Sugiasari Imam Machali Iqbal, Rendy Muhamad Karim Budiono Kemala, Yusnadia Khalid, Khalisah Khoirul Hidayat Kusumawati, Yuly Lestari, Witri Wahyu Lia Harmelia Lia Rachmawati Lisdayana, Nurmalisa Lukman Atmaja Maria Ulfa Mariaty Ibrahim Maya Machfudzoh Merry Jhoe Stefanny Mohd Hafiz Dzarfan Othman Mohd Jumain Jalil Mojiono, M. Mojiono, Mojiono Muhamat Abdul Rohim Muhammad Amir Rudin Yusup Muhammad Arif Ramadhan Muhammad Rickyu Yudhistira Mukti, Rino Rakhmata Mutasim Billah Mu’tamar, M Fuad Fauzul Naimatul Khoiroh Naimatul Khoiroh Nandini , Atika Nandini, Atika Nasruddin Nasruddin Neneng Ayunanda Novia Dwi Permata Nugraha, Reva Edra Nugraheni, Zjahra Vianita Nugroho, Roshid Adi Nuni Widiarti Nur Ali Nurul - Widiastuti Nurul Widiastuti Oktavina Kartika Putri Perry Burhan, Perry Pratama, Jeesica Hermayanti Probowati, Banun Diyah Puspita, Diah Ayu Puspitasari, Melani Puji R. A. Syukuri Nikmah R. A. Syukuri Nikmah, R. A. R.Y. Perry Burhan, R.Y. Perry Rachmad Ramadhan Yogaswara Rachmad Ramadhan Yogaswara Rafli Azhari Ahmad Faisal Rahmad Widyanto, Alvin Rahmawati, Zeni Rakhmawati Rakhmawati Ratna Ediati Ratna Ediati Refdinal Nawfa Ridho Bayuaji Rieswana, Yuried Diilan S. Sugiharto S. Supriyanto Safira Habiba Nuhaa Sandra Wibawanta Sekarayu Dianing Putri Sigit Mujiarto Silvana Dwi Nurherdiana Silvana Dwi Nurherdiana Sintha Soraya Santi Stephen Maruli Tua Gultom Subaer - Suharbiansah, Rujito S. R. Supriadi, Warih Suri, Nabilah Atika Syafsir Akhlus Teguh Endah Saraswati Totok Trengginas Tri Ana Mulyati Tri Eddy Susanto Tri Esti Purbaningtias Vivi Zulaicha Wahyu Prasetyo Utomo Wasman Wasman, Wasman Wiwik Fitria Ningsih Yani Dahliani Yogaswara, Rachmad Ramadhan Zainab Ramli Zainab Ramli Zainab Ramli Zetra, Yulfi Zulfiani, Utari