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All Journal Jurnal Pendidikan dan Pemberdayaan Masyarakat Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Journal of Applied Engineering and Technological Science (JAETS)
Satrio Hadi Wijoyo
Fakultas Ilmu Komputer, Universitas Brawijaya
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering

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Naive Bayes Analysis for Nutritional Fulfillment Prediction in Children Satrio Agung Wicaksono; Satrio Hadi Wijoyo; Fatmawati Fatmawati; Tri Afirianto; Diva Kurnianingtyas; Mochammad Chandra Saputra
Journal of Applied Engineering and Technological Science (JAETS) Vol. 6 No. 2 (2025): Journal of Applied Engineering and Technological Science (JAETS)
Publisher : Yayasan Riset dan Pengembangan Intelektual (YRPI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37385/jaets.v6i2.6105

Abstract

Stunting in children remains a significant global health challenge, particularly in low- and middle-income countries. Addressing this issue requires an effective approach to predicting and preventing inadequate nutritional fulfillment. This study uses the Naïve Bayes approach to forecast nutritional needs for children's growth and development, providing practical information for stunting prevention efforts. The data used were sourced from 174 infant and toddler examinations at the Puskesmas Lawang, involving eight key attributes: gender, age, weight, height, head circumference, pre-screening, vision tests, and nutritional status. Key performance metrics were evaluated to validate the model's predictive capabilities, including accuracy, precision, recall, and F1-score. Six test scenarios were conducted using different percentages of training data (90%, 80%, 70%, 60%, 50%, and 40%) to evaluate the reliability of the Naïve Bayes method. Results indicated that the highest accuracy of 78.84% was achieved in the sixth test scenario. The third test scenario produced the highest precision at 97.5%, while the highest recall (100%) was observed in the first three scenarios. The highest F-measure of 90.3% occurred in the fourth scenario. These results suggest the algorithm's potential for early detection to decrease the number of stunting children. The study’s implications are twofold: practically, the model can be integrated into health monitoring systems to assist healthcare professionals and policymakers in designing more effective nutrition programs; theoretically, it highlights the adaptability of Naive Bayes for handling complex, multi-dimensional health data.
Co-Authors Abdul Harris Wicaksono Abdurahman Abdurahman Adam Hendra Brata Adelia Ayu Trilestari Aditya Putra Pratama Aditya Rachmadi Admaja Dwi Herlambang Ady Ramadhan Putra Afifah Pratiwi Reza Ayu Widiarti Agnes Astriani Agung Rizqi Maulana Agustinus Ryan Wicaksono Ahmad Afif Supianto Ahmad Fahrurrozi Ahmad Fariddudin Ailsa Nabila Irvhan Aisha Damayanti Alfi Nur Rusydi Alif Hilyatun Nisak Alma Syahara Nur Cholidhea Alya Paramitha Ayuningsih Amanda Puti Wibawa Andi Reza perda Andi Reza` Perdanakusuma Andikarama Prasida Andre Diofanu Anisah Ikhsawiyanthi Annisa Julia Santoso Aprilia Riayatul Millah Arief Rino Wahyu Putra Arnezha Tinar Arrofiq Budi Al Fajri Atika Shinta Pratiwi Atikah Febrianti Nastiti Ayu Made Krisna Dewi Ayu Resmitasari Ayuningtyas Ayuningtyas Bagus Setiawan Batita, Maurish Sofie Rahmi Bondan Sapta Prakoso Bondan Sapto Prakoso Bossarito Putro Buce Trias Hanggara Budi Darma Setiawan Cindy Felita Nur Alimah Saptonoadi Civica Moehaimin Dhewanty Cristina Pravitasari Dayu Ikhwanika Prasetyo Denis Mafira Ramdhan Desi Rosalia Dewi Dhaneswara Mursito Rukmi Diah Priharsari Diah Priharsari Diah Putri Vidia Sari Dian Agus Sasmita Dian Indrawati Dimas Adhitya Rahadiarizki Dimas Anugerah Asprila Dimas Ferry Kurniawan Dinda Aditya Febrianti Dini Rahmatika Adi Diva Kurnianingtyas Duwi Ajeng Intan Sari Dzakiyyah Salma Wachid Ebid Dliya'ul Haq Edy Santoso Eko Cahyo Wahyudi Elistya Maghfiroh Ella Inayatul Khusna Elmanda Krisna Jaya Erfan Yuono Eric Aji Panji Kurniawan Ervina Nurhidayati Fadillah Eka Putri Fahmi Nur Fachrurozi Faizatul Amalia Faradilla Umami Fariatul Auniyah Farid Khatibul Umam Fariz Wahyu Djatmiko Fathoni Alim Rosyidi Fatmawati Fatmawati Fatwa Ramdani, Fatwa Fauzan Adi Laksono Fierhan Arzza Ardhana Firmansyah Arif Maulana Fitra Abdurrachman Bachtiar Fitra Endi Auliansyah Frita Dwi Julianinda Gidion Aldi Goesti Sofi Indah Sari Grenzya Laksmi Putri Kusoy Hanggar Wahyu Agi Prayogo Hanifah Asri Hanifah Muslimah Az-Zahra Haris Hasan Mangundap Hawim Mahfudah Herman Tolle Hilda Khairunnisa Ida Fitriah Ifadhatur Rohmah Ike Kusuma Putri Ikrom Septian Hadi Ilham Hananto Wibisono Inneke Yola Ferdiana Hadi Intan Kikis Sahara Intan Sartika Eris Maghfiroh Irdiaga Isnainrajab Irfan Aufa Ramadya Irfan Nuril Faza Ismaiwati Ismaiwati Ismiarta Aknuranda Issa Arwani Iwan Majid Jofy Eljabar Ukur Katon Pratama Susanto Kembang Regain Kevin Maulana Khusnul Aidil Santosa Komang Candra Brata Kurnila Putri Islamawati Lailatul Fitriyah Lailil Muflikhah Lizma Nur Saidah Luh Putu Dessy Citra Yoseva Wardana Lutfi Fanani Lutfiani Akhmadi Luthfan Aufa Faqih M. Daffas Athadiansyah Moch. Afandi Yusup Mochammad Chandra Saputra Mochammad Naufal Rizky Angkasa Moh. Septian Al Fikri Muhammad Ainu Yazid Muhammad Anas Ziauddin Muhammad Daffa Arga Muhammad Nicco Gumaisa Muhammad Rizal Ramdhani Muhammad Syarifuddin Muhammad Tanzil Furqon Muhammad Zainuri Aziz Muhammad Zidane Hidayatullah Suprapto Mukhamad Naufal Ar-Rozaq Nabial Ihlashi Nabilah Wava Elazri Nadiah Alma Ratnaduhita Nanang Yudi Setiawan Narayana Demafaris Pradana Naufal Zulfikar Priambodo Ni Made Dewi Widiastuti Nia Amanda Putri Niken Hendrakusma Wardani Nur Sa'ida Kismurdiani Nurul Hidayat Onita Dwi Agustin Panji Aris Setyawan Pujo Prasetyo Aji Putri Nur Utami Ramadhani Raden Siti Nabila Putri Fasabuma Rahmawati Hari Khasanah Raka Irvaldo Rahadiasta Raka Wisnu Wijaya Raka Yuwono Ario Wibowo Ramdaning Puri Pradani Rayyan Mada Reinardus Dimas Bagus Kurniawan Rendy Murdiyanto Resky Ramadhanti Retno Indah Retno Indah Rokhmawati Reza Ararsy Arrohman Rezdy Juliani Rapa' Ricco Anjasmara Putra Pratama Ricky Gunawan Rida Erlangga Rihadatul 'Aisy Rindhi Nisrina Hasna Rita Novi Dayanti Rivo Dimas Prakasa Rizal Bachtiar Rizka Hikma Damayanti Rizki Agung Pambudi Rizki Hasna Salsabil Rakha Rizky Ariefpambudi Rizqi Ahmad Abdillah Rokhmah Vira Santi Roni Yulistyo Saputra Rony Adita Muslim Rosa Guriarsa Priambodo Rudy Usman Azzakky Sabhian Bagaspati Susilo Sabilatunnajah Sabilatunnajah Salviko Israfi Talanrea Sandhi Hendrawan Sapriliana Sukmana Putri Satrio Agung Wicaksono Setiyawan, Ramadhana Shafa Dinda Tsabitah Sila Nur Ma'rifah Supraptoa Supraptoa Syamsu Anaqin Syattya Permata Anugrah Syeh Umar Anggana Syinthia Dwi Fortuna Tara Rahmadilla Adhi Tri Afirianto Tri Afirianto, Tri Tri Alfrianto Tri Andre Mahadika Putra Tubagus Reza Fachlevi Vigo Hernando Vikry Aghnas Saharja Welly Purnomo Wibisono Sukmo Wardhono Yeni Amelia Br Tarigan Yuliana Anggreini Budiman Yunior Rikky Fitanto Yunita Titisari Yusi Tyroni Mursityo Zaky Nur Abyan Zulvarina, Prima