p-Index From 2021 - 2026
6.253
P-Index
This Author published in this journals
All Journal Jurnal Pengajaran MIPA POROS TEKNIK INTEKNA Sari Pediatri Jurnal Sketsa Jurnal Luka Indonesia Edukasi Islami: Jurnal Pendidikan Islam JURNAL EDUCATION AND DEVELOPMENT JURNAL PENDIDIKAN TAMBUSAI Almana : Jurnal Manajemen dan Bisnis Aptisi Transactions on Technopreneurship (ATT) HIKMAH : JURNAL PENDIDIKAN AGAMA ISLAM Jurnal Kesehatan Jurnal IMPACT: Implementation and Action SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Jurnal Abdi Insani Takammul : Jurnal Studi Gender dan Islam Serta Perlindungan Anak Tamaddun : Jurnal Pendidikan dan Pemikiran Keagamaan Bioscientist : Jurnal Ilmiah Biologi International Journal of Educational Research and Social Sciences (IJERSC) Jurnal Pengabdian Masyarakat Indonesia Lumbung Inovasi: Jurnal Pengabdian Kepada Masyarakat Al-Rabwah : Jurnal Ilmu Pendidikan Jurnal Abdimas Bina Bangsa Juwara : Jurnal Wawasan dan Aksara Edu Sociata : Jurnal Pendidikan Sosiologi Journal of Medical Science; Jurnal Ilmu Medis Rumah Sakit Umum Daerah dr. Zainoel Abidin, Banda Aceh Jurnal Riset Agama Populer: Jurnal Penelitian Mahasiswa Journal of Islamic Education Studies Jurnal Pengabdian Masyarakat Dharma Andalas Innovative: Journal Of Social Science Research APLIKATIF: Journal of Research Trends in Social Sciences and Humanities Kohesi: Jurnal Sains dan Teknologi Jurnal Teknik Mesin Infolitika Journal of Data Science Indonesian Journal of Case Reports Jurnal Kajian Islam dan Sosial Keagamaan INTERNAL (Information System Journal) Jurnal Ilmiah Sistem Informasi Liwaul Dakwah: Jurnal Kajian Dakwah dan Masyarakat Islam Media Penelitian dan Pengembangan Kesehatan KINERJA : Jurnal Ekonomi dan Bisnis Amanah Mengabdi AJCD
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Infolitika Journal of Data Science

Maternal Health Risk Detection Using Light Gradient Boosting Machine Approach Noviandy, Teuku Rizky; Nainggolan, Sarah Ika; Raihan, Raihan; Firmansyah, Isra; Idroes, Rinaldi
Infolitika Journal of Data Science Vol. 1 No. 2 (2023): December 2023
Publisher : Heca Sentra Analitika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60084/ijds.v1i2.123

Abstract

Maternal health risk detection is crucial for reducing morbidity and mortality among pregnant women. In this study, we employed the Light Gradient Boosting Machine (LightGBM) model to identify risk levels using data from rural healthcare facilities. The dataset included key health indicators aligned with the United Nations Sustainable Development Goals. The LightGBM model underwent rigorous optimization through hyperparameter tuning and 10-fold cross-validation. Its predictive performance was benchmarked against other algorithms using accuracy, precision, recall, and F1-score, with feature importance assessed to identify critical risk predictors. The LightGBM model demonstrating the highest performance across all metrics. The results underscore the value of advanced machine learning techniques in public health. Future research directions include expanding the demographic scope, incorporating temporal data, and enhancing model transparency. This study highlights the transformative potential of machine learning in maternal healthcare, providing a foundation for improved risk detection and proactive healthcare interventions.
Co-Authors A.A. Ketut Agung Cahyawan W Abdillah, Annas Nur Abdul Rahim Ade Christian, Ade Adelia Anggraini Utama Afa, Musadia Agil, Muhamad Agus Harijono Ahmad Hendrawan Ahmad Riyadi Anci, Anci Anhar Khalid Anugraeni, Devitasari Anuraga Jayanegara Aprilia, Regy Ardila, Fitri Ari Prayitno, Ari aristya, septian Atmaja, Bondan Tri Aulizalsini, Wahyu Avrilla, Syafina Nadya Awaluddin, Andi Azzahra, Nirwana Putri Cecep Nurul Alam, Cecep Nurul Chairunisa, Nabila Dian Cissy B. Kartasasmita Daffa, Muhammad Damayanti, Dinda Rosa Dede Rosyada Dedi Hadian Delita, Delita Diena Juliana, Diena Dominicus Husada Dwi Prasetyo Edi Sumatirta Ermawati Ermawati Ernawati Ernawati Eryc, Eryc Estasia, Sepriani Fahrid, Fahrid Fajariani, Ratna Fakhriano, Silvi Fakhrul Rijal, Fakhrul Farahdinny Siswajanthy Farhani, Hilma Fereshti Lailani Firdaus Firdaus Firdaus, Kevin Yuhedi Firsta, Firsta Fitriani Fitriani Fitriani, Evisan Gatot Irawan Sarosa, Gatot Irawan GUSNAWATY HS, GUSNAWATY Handayani, Fitrianti Hanifah Oswari Hardianto, Irvan Hartono Gunardi Herawati Herawati Hery Widijanto Heryana, Esya Ida Waluyati Imam Budiawan Ismoedijanto Isra Firmansyah, Isra Istifara, Dinda Rahmi Jhohari, Jhohari Kamil, Izzan Karo-Karo, Julkarnaen Kevin Jonay Lie Kheriawan, Kheriawan khusnul khotimah Kisworini, Priyanti Kusnandi Rusmil La Mpia Lasti Yossi Hastini Leonardi, Carissa Averina M. Ambia, M. Ambia M. Syafwansyah Effendi Maddepunggeng, Martira Majadanlipah, Majadanlipah Maria Ulfah Mariyanti, Eka Marwenny, Elwidarifa Maryati, Rusmini Sri Maryati, Rusmini Sri Maulida Ulfa Hidayah Mawwaddah, Aulia Mei Neni Sitaresmi Mudrikah, Halimatul Muhammad Amrullah Pagala Muhammad Elvan. S Muhammad Firdaus Jauhari, Muhammad Firdaus Muhammad Ichsan Muhammad Yusron Muslih, Imam Muzakir Nainggolan, Sarah Ika Nasiah, Siti Nastiti Kaswandani Nisak, Lutfiatun Novrihaedi, Dziad Nugroho, Laurentus Hartanto Nurjaman, Ridho Nurma Dewi Pakpahan, Roida Priscilla, Yuddy Giovanna Puadah, Popi Purnama Harahap, Eka Purnama, Graha Putri Ananda Sari Putri, Tifanny Syentia Putri, Widya Qurotul Aini R, Mustafa Rahmad Effan Fahri Mahendra, Rahmad Effan Fahri Rahmadani, Dwi Rahmah Johar Rahmah, Lutfia Raidin, Raidin Ridhayati Farid Rifa'i, Ahmad Rinaldi Idroes Rini, Intan Puspita Riski, Rahmat Rizki Zulmi, Cahaya Adinda Rukmana, Dany Sahat Juliwan Tarihoran Said Munzir Sakti, Hudan Malik Bhuana Salmitha, Lely Salsabila, Dian Sangaji, Ruslan Sasmito, Priyo Savina, Annisa Zahra Sekarini, Ratih Ayu Setyo Handryastuti Sibarani, Tiara Plorist Sinaga, Gustavo Hasiholan Siti Helmyati Sitinjak, Congli Parincan Situmorang, Al Hafiz Soedjatmiko Soedjatmiko Sri Rezeki S. Hadinegoro, Sri Rezeki S. Sumanto, Sumanto Sumardiyono Sumardiyono Suwardi, Agastyo Pakusadewo Syakir, Adryan Raihan Tasrif Tasrif Tesalonika Sembiring Teuku Rizky Noviandy Ulfah, Zakiyah Untung Rahardja Valentina K, Yunita Wahyudin Darmalaksana Wijaya, Aprilia Lintang Wildan Budiawan Zulfikar Wildani, Lilian Nurul Windiani, Titi Winona Lutfiah Yasmine, Amalia Yufiandra, Defika Yusuf, Dewi Nurhayati Zakaria, Rais Athfal Zakiudin Munasir