p-Index From 2021 - 2026
12.671
P-Index
This Author published in this journals
All Journal Jurnal Penyuluhan MEDIA KOMUNIKASI TEKNIK SIPIL Jurnal Sosial Ekonomi Pertanian KOMUNITAS: INTERNATIONAL JOURNAL OF INDONESIAN SOCIETY AND CULTURE Speed - Indonesian Journal on Computer Science Caraka Tani - Agriculture Science Journal JAM : Jurnal Aplikasi Manajemen JPS Unimus Jurnal Ekonomi Pembangunan: Kajian Masalah Ekonomi dan Pembangunan Agricore: Jurnal Agribisnis dan Sosial Ekonomi Pertanian Unpad Journal of Management Review Jurnal Pilar Nusa Mandiri Caraka Tani: Journal of Sustainable Agriculture BIOEDUSCIENCE JMM (Jurnal Masyarakat Mandiri) Jurnal Agribest Compiler Journal of English Teaching, Applied Linguistics and Literatures (JETALL) Inovator : Jurnal Manajemen MONETER Daun: Jurnal Ilmiah Pertanian dan Kehutanan Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Education and Human Development Journal JIA (Jurnal Ilmiah Agribisnis) : Jurnal Agribisnis dan Ilmu Sosial Ekonomi Pertanian Jurnal Ilmiah Membangun Desa dan Pertanian Building of Informatics, Technology and Science Technologia: Jurnal Ilmiah JURNAL TEKNIK Imajiner: Jurnal Matematika dan Pendidikan Matematika Jurnal Penelitian Pembelajaran Matematika Sekolah Journal of Tourism and Creativity Al-Qalb : Jurnal Psikologi Islam BIHARI: JURNAL PENDIDIKAN SEJARAH DAN ILMU SEJARAH JIKA (Jurnal Informatika) J-3P (Jurnal Pembangunan Pemberdayaan Pemerintahan) Jurnal Hutan Tropika Jurnal Paedagogy AGRITEXTS: Journal of Agricultural Extension Jurnal Surya Masyarakat MEANS (Media Informasi Analisa dan Sistem) Tematik : Jurnal Teknologi Informasi Komunikasi JTAM ROTARY Journal of Sustainable Tourism and Entrepreneurship JINAV: Journal of Information and Visualization Jurnal Manajemen Informatika Jayakarta Journal of Rural and Urban Community Empowerment Reputasi: Jurnal Rekayasa Perangkat Lunak IMTechno: Journal of Industrial Management and Technology Simpatik: Jurnal sistem Informasi dan Informatika Proceedings of the International Conference on Nursing and Health Sciences Automotive Experiences Ijtimā`iyya: Journal of Muslim Society Research Jurnal Algoritma Social Pedagogy: Journal of Social Science Education Jurnal Pijar : Studi Manajemen dan Bisnis Jurnal Indonesia Sosial Sains Innovative: Journal Of Social Science Research Jurnal Darussalam : Pemikiran Hukum Tata Negara dan Perbandingan Mazhab Indonesian Journal of Community Empowerment (IJCE) Seminar Nasional Hasil Penelitian LP2M UNM Paradigma: Jurnal Kajian Budaya Indonesian Journal of Innovation Multidisipliner Research Proceeding Seminar Nasional IPA Journal of Management and Innovation Entrepreneurship (JMIE) Jurnal Harmoni: Jurnal Akuntansi dan Keuangan Untag Business and Accounting Review MANGGALI Serat Acitya Indonesian Journal of Community Empowerment PRIMER: Jurnal Ilmiah Multidisiplin Jurnal Medika: Medika Unnes Science Education Journal Medical-Surgical Journal of Nursing Research E-Amal: Jurnal Pengabdian Kepada Masyarakat Ngudi Waluyo Empowerment : Jurnal Pengabdian Kepada Masyarakat Jurnal Implementasi Pengabdian Masyarakat Kesehatan Indonesian Journal of Innovation Multidisipliner Research Journal of Research on Community Engagement Jurnal Dharma Indonesia Sadar Wisata: Jurnal Pariwisata Manager : Jurnal Ilmu manajemen TECHNOLOGIC SEMINAR TEKNOLOGI MAJALENGKA (STIMA)
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Building of Informatics, Technology and Science

Naïve Bayes Optimization for Visual Ergonomics Prediction in Smartphone Display Mode Pambudi, Rizkha Tegar; Wibowo, Agung
Building of Informatics, Technology and Science (BITS) Vol 7 No 3 (2025): December 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i3.8665

Abstract

Smartphone display modes (dark mode and light mode) play an important role in visual comfort, especially in relation to the risk of digital eye strain due to intensity of use and lighting conditions. This study aims to optimize the Naïve Bayes algorithm to predict display mode preferences based on users' visual ergonomics factors. Data were collected through an online survey of 283 smartphone users using purposive and convenience sampling. Seven variables were used as features, namely age, gender, duration of use, dominant time of use, purpose of use, screen type, and lighting conditions, with display mode preference as the target label. The study built two models, namely the baseline Naïve Bayes and the optimal model. Optimization was carried out by balancing the data with the Synthetic Minority Oversampling Technique for Nominal (SMOTEN) and adjusting the alpha hyperparameter using GridSearchCV. The evaluation results showed that the baseline model achieved an accuracy of 68.42% with a light mode class recall of 0.57. After optimization, the accuracy increased to 70.18% and the light mode recall rose to 0.71, indicating an improvement in the model's ability to recognize minority classes and reduce prediction bias. This study shows that SMOTEN optimization and hyperparameter tuning effectively improve the model's sensitivity to user preferences and have the potential to support the development of adaptive interfaces that automatically adjust the display mode to improve user visual comfort.
Co-Authors Aan Anwar Sihabudin Abd Muis Abdul Jabbar Abdussomad, Abdussomad Ade Pratama Afianto, Afianto Afnan, Dikhorir Agung Agustin, Anggi Regiana Alamin, Rahmatan Lil Alamsyah, Dedy Alfan Afandi Ali Firdaus Anak Agung Dewi Megawati, Anak Agung Dewi Andalan Tri Ratnawati Andini, Via Rifqi Angga Prasetia Anggarani, Dinar Arsy Angraini, Erlita Anisha Putri Wulandari Anuari, Afhan Anuraga Kusumah Anwar, Moch. Samsul Apri Budianto, Apri Aqil, M Yasfin Arelia Putri, Tieska Arifah Novia Arifin, Arifah Novia Arip Wijianto Atik Catur Budiati Aulia, Nurul Izmi Avessina, Mohammad Jibriel Ayuni, Diyah Balqis Balqis Bambang Eka Purnama Besse Khalidatunnisa Binti Asalal, Nurzaimah Birawa, Cakra Budiman, Bentang Arief Caecilia Sri Haryanti Candrawati Suci, Candrawati Chatarina Umbul Wahyuni Chusna Apriyanti D. Padmaningrum Damayanti, Nova Indah Daniarti, Yeni Dewi Laraswati Dewi Laraswati Diah Yudhawati Dian Anggraini Dina Aulia Drajat Tri Kartono Dwi Satrio, Yogi Dwi Sulistiarini, Dwi Dwiningtyas Padmaningrum, Dwiningtyas Dzakiroh, Dewi Dzakiroh, Dewi Ecin Kuraesin Eny Lestari Eva Marsusanti fahrudin Fahrudin Fahrudin Fahrudin, Novemi Tobi Fatchur Rohman Fidia Fibriana Fikri Maulana, Fikri Firdaus, M. Azis Firdaus, Muhamad Aziz Fitri, Teza Ibnayah Gipta Galih Widodo Gusneli, Irma Hamsyah, Fajar Haerudin hanifah hanifah Hanifah Ihsaniyati Hanifan , M. Zakie Hanifan, M. Zakie HARDIANTO - Harun Faizal Hasnah, Khoirin Hasni, Elsa Haurelia, Nathania Fredlina Shaffa Hayuana, Wachidah HERDAETHA, ADRIESTI Herdiman , Herdiman Hidayat, Farid Nur Hidayat, Tengku Arif Hidayati, Mariska Prita Husain, Syepry Maulana Ida Darwati ike mardiati agustin Ilham Kurniawan Ilham Kurniawan Imaduddin Xena Imtinan, Ghina INDARTI Indarti Indarti Indriani, Wiewiek Indupurnahayu Intan Nurnilam Ita Puji Lestari, Ita Puji Jani Subakti Janti Soegiastuti Jayanti, Elis Dwi Joko Winarno Kartika Dian Pertiwi Khalidah, Intisar Salwa Khamimah Khamimah Kurniawan, Hanif Kusmahardhika, Noviansyah kusnandar kusnandar Kustiyono Kustiyono Lies Yulianto Lili Marliyah Lisa Virdinarti Putra Ma'ruf, Asep Saepul Maghfiroh, Kalimatul Maharani, Pinky Nadya Mahendra Wijaya Maskur, Atep Mastiadi Tamjidillah, Mastiadi Ma’rifah, Sa’idatul Michael Mawdesley Muchayatin, Muchayatin Muchlis, Effie Efrida Muhamad Azis Firdaus Muhammad Agus Muljanto Mulya, Viona Santi Mumtaz, Hanifah Mutiarani Munawir Yusuf Muniroh, Leny Murni Sapta Sari Mustika, Puteri Auliya Nazilatus Syiam Nimastuti, Erysa Nugraha, Asta Nugroho, Andika Pandu Nurchayati Nurchayati Nurhayati, Lilik Nurmastuti, Ardela Nurmastuti, Ardela nurnaningsih, Desi Nurprasetio, Ignatius Pulung Nursiah Nursiah, Nursiah Nuryanti Nuryanti Ocktarisya, Marvellin Pambudi, Rizkha Tegar Pamungkas, Bintang Parju, Parju Penyang, Penyang Popy Novita Pasaribu Prajaduta sutikno, Maulana Thariq Pramono, Setio Prasetya, Angga Prasetyo, Diky Dwi Pravitasari, Erlin Dara Priyatama, Syafiq Ade Purnama, Riesta Adyanti Putra, Ahmad Lutfiandi Putri Permatasari, Putri Putri, Nabila Agiftananda Mulia R. Soelistijanto Rachmada, Gilang Putera Rachmatullaily Tinakartika Rinda Rahayu, Paramita Rahmawati, Alfi Ramyana, Fitriyani Rasiman Retno Aoktaviani, Bunga Dea Retno Setyowati, Retno Revalina Yevy Riady, Muhammad Antos Rifa Nurafifah Syabaniah Rinaldi, Akhmad Taupan Rinda, Rachmatulaily Tinakartika Riski Amalia, Riski Rizki Safira, Najwa Rizqi, M Nur Rozaq, Moch. Taman Abdul Rusdianto, Hengki Rusyda, Arina Ilfa Safira, Najwa Rizki Samsul Hadi Sandra Kasaniva Adwiyana, Sandra Kasaniva Santika, Ismawati Zulfa Santosa, Fajar Julian Sapja Anantanyu, Sapja Sari, Anjela Yuliantika Kumala Sari, Intan Nurnilam Septiana Rosa Dewi, Septiana Rosa Setiyawan, Deni Setya Winarno Setyabudi, Setyabudi Setyaningsih, Sri Sholahuddin, Mohammad Sholiha Afif, Via Ainun Shubhi, Naufal Rastra Siagian, Teddy Alfra Sigit Ambar Widyawati Sigit Purwanto Siti Aminah Siti Zubaidah Sitoresmi Prabaningtyas Soelistijanto, Raden Sofia Ery Rahayu Sri Lestari Sri Suprapti Sri Wahyuni Sugihardjo Sugihardjo Sugihardjo Sugitanata, Arif Sukarno, Lingga Harzaldi Suminah Suminah, Suminah Suparmi Suparmi Supramono suprantiningrum, rr. suprantiningrum Suroto Suroto Suryono Suryono Susriyati Mahanal Sutarto Sutarto Suwarto Suwarto Suyati - Syafiq, Muhammad Daris Syahril Ardi Syahrum Agung Tianqi, Lei Titing Suharti Tunikmah, Esti Azizah Ulpiani, Ria Umi Setyoningrum Walid Walid, Walid Wati, Hikmah Wicaksono, Dito Ata'ul Momin Widhi Ariyo Bimo Widiyanto Widiyanto Widyantara, Robby Dwianto Wiradibrata, Raihan Wiwit Rahayu Wulan Sari, Nawang Wulandari, Intan Ayu Idha Wuryanti, Lestari Yanuardi Yanuardi Yudi Pratama, Yudi Yuli Astutik Yuliani Yuliani Yuliati - ZA, Saida Zainurossalamia Zega, Mega Plena Zulmi Roestika Rini