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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) JAAKFE UNTAN ( (Jurnal Audit Dan Akuntansi Fakultas Ekonomi Universitas Tanjungpura) Proceeding International Conference on Information Technology and Business Jurnal Akuntansi Multiparadigma Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Ilmiah Ekonomi dan Bisnis Jurnal Teknologi dan Sistem Komputer Jurnal Akuntansi STIE Muhammadiyah Palopo Journal of Economic, Bussines and Accounting (COSTING) Jurnal Sains dan Informatika Prosiding Seminar Nasional Darmajaya Jurnal Teknoinfo ILKOM Jurnal Ilmiah JIAFE (Jurnal Ilmiah Akuntansi Fakultas Ekonomi) J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurnal Pendidikan Akuntansi dan Keuangan Jurnal Tekno Kompak Building of Informatics, Technology and Science Value: Jurnal Manajemen dan Akuntansi Jurnal Ilmiah Manajemen Kesatuan Indonesian Journal of Electrical Engineering and Computer Science JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) EKONOMI, KEUANGAN, INVESTASI DAN SYARIAH (EKUITAS) TIN: TERAPAN INFORMATIKA NUSANTARA JTIKOM: Jurnal Teknik dan Sistem Komputer Jurnal Informatika dan Rekayasa Perangkat Lunak Jurnal Data Mining dan Sistem Informasi Jurnal Teknologi dan Sistem Informasi Journal Social Science And Technology For Community Service Studi Ilmu Manajemen dan Organisasi KLIK: Kajian Ilmiah Informatika dan Komputer ABDI EQUATOR Educoretax J-SAKTI (Jurnal Sains Komputer dan Informatika) Insearch: Information System Research Journal Jurnal Ilmiah Sistem Informasi Akuntansi (JIMASIA) Jurnal Akuntansi dan Keuangan Journal of Engineering and Information Technology for Community Service Journal of Accounting and Finance Management (JAFM) Journal of Innovation in Management, Accounting and Business Jurnal Ilmiah Edutic : Pendidikan dan Informatika Journal of Economics and Management Scienties El-Mal: Jurnal Kajian Ekonomi & Bisnis Islam Journal of Ekonomics, Finance, and Management Studies
., Rusliyawati
Universitas Teknokrat Indonesia
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Journal : Building of Informatics, Technology and Science

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Deteksi Dini Stunting pada Balita Menggunakan 1D Convolutional Neural Network (1D-CNN) pada Data Antropometri Numerik Siregar, Vidry Anggelia; Rusliyawati, Rusliyawati
Building of Informatics, Technology and Science (BITS) Vol 7 No 4 (2026): March 2026
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i4.9384

Abstract

Stunting remains a major public health challenge in Indonesia, with a national prevalence of 21.6%. Its impact extends beyond impaired physical growth to affect cognitive development and long-term productivity. Early detection is typically performed through manual anthropometric measurements and Z-score calculations, which are relatively impractical and prone to computational errors, especially in resource limited settings. This study proposes a one-dimensional convolutional neural network (1D-CNN) based approach to detect stunting in children under five using numerical anthropometric data of age, sex, and height without manual feature engineering. The model was evaluated on 120,999 samples and achieved a recall of 99.3%, with only 4 out of 552 stunting cases going undetected, demonstrating strong ability to minimize false negatives in the context of public health screening. In comparison, the Random Forest model achieved 99.9% accuracy and an F1-score of 98.2%, demonstrating excellent overall classification performance. Nevertheless, 1D-CNN offers architectural advantages through automatic representation learning based on one-dimensional signal structures, making it more adaptable to the inclusion of sequential variables, the integration of longitudinal growth sensor data, and the development of future IoT based monitoring systems. Therefore, the proposed approach is not only competitive in detection performance but also provides greater scalability and flexibility for the continued development of digital screening systems at the primary healthcare level.
Co-Authors Ade Dwi Putra Adi Sucipto, Adi Adit Nurmansyah Agung Prabowo Agus Wantoro Agustina, Monika Alita, Debby Alita, Deby Ambrosius, Niko Ferdianto Andreas Perdana Andri Pratama Angeline, Velicia Anggun Dwi Suryani Anton Mahendra Anton Mahendra Apri Candra Widyawati Apri Candra Widyawati Ardianto, Maygi Ardimansyah Ardimansyah Ari Sulistiawati Ari Sulistyawati Arief Budiman Arry Verdian Ayu Febriani Bahtiar Ayu Febriyani Bachtiar Ayu Puspita Sari A’inun Hayat Betty Kusumaning Tias Candra Widyawati, Apri Dalimunthe, Ernando Damayanti Damayanti Damayanti Damayanti Damayanti, Damayanti Damayanti, Fera Damayanti, Uci Dedi Darwis Desyana, Gita Dewi, Nabila Alfanisa Dian Novita Diasari, Itce Dimas Aminudin Saputra Dwi Prihatini Elok Heniwati Erliyan Redi Susanto Erliyan Redi Susanto Erliyan Redy Susanto Ernain Ernain Febrizal Nata Prawira Frederick Rafael Tambunan Gomes Soares, Teotino H Haryono Hadibrata, Exsa Hamzani, Umiaty Handika, H Harpidalinda, Sopia Haryo Katlu, Mychel Gabrielli Haryono Haryono Helisa Noviarty Hermansyah Putra Pane Hotben, Hotben Ika Nur Azmi Ikhsan, Syarbini Imam Ahmad Imelda Sinaga, Imelda Inge, Ihgnasia Jafar Fakhrurozi Jessica, Meryana Juanda Astarani Jusmawati Jusmawati, Jusmawati Karpriana, Angga Permadi Kesuma, Febriza Puja Khasanah, Magnalia Restu Khristina Yunita Kristina Mawarni Kurnia Muludi Lestari, Peni Puji M. Ghufroni An'ars Margaret, Eveline Muhamad Fitratullah Muhammad Andri Setyadi Muharni, Sita Muhsin Muhsin Muhsin, Haryono, Napianto, Riduwan Neltiani, Andini Neneng Neneng Nerva Juniari Manalu Nina Febriana Dosinta Nirwana Hendrastuty Novia Agus Mila Nurhasan Nugroho Permata Permata Pratama, Nanda Saputra Priliyani Hana Primawan Adrian Sitinja Purnama, Citra Andini Putra, Novrialdi Budi Putri, Aurelia Anaya Qadhli Jafar Adrian Ramadini, Puput Artha Richnady, Wishen Rini Nuraini, Rini Rudi Kurniawan Rudy Kurniawan Samosir, Nelly L Saputra, Muhammad Ridho Saputra, Yuda Satria, M.Najib Dwi Sefrizal Nata Prawira Septi Nurul Arifah SERLI WIDIASTUTI Setiawan, Chandra Bagus Shaqilah, Diva Atari Siregar, Muhammad Asgaff Aznan Siregar, Vidry Anggelia Siska Damayanti Siti Nurhayati Sulistiawati, Ari Sumarni, Itin Susanto, Erliyan Redy Sutyarso Sutyarso Syahirul Alim Taufik Hidayat Tien Yulianti Tien Yulianti Tithania Marta Putri Tiya Nurfauziah Tonggiroh, Mursalim Trianto, Joko Ulum, Faruk Veithzal Rivai Zainal Very Hendra Saputra Wahyudi, Agung Deni Windy Oktavia Yantiana, Nella YOHANA TRI UTAMI, YOHANA TRI Yuri Rahmanto Yusra Fernando Zul Fahnur Zakaria