Vol. 10 No. 1 (2026): February 2026

This issue brings together 24 peer-reviewed articles authored by 78 researchers from 33 institutions across four countries — Indonesia, Malaysia, the Philippines, and India. The contributions span 233 pages and reflect the remarkable diversity and depth of contemporary research.

We hope this issue serves as a valuable resource and source of inspiration for researchers, practitioners, and educators. We remain committed to providing an open and high-quality platform for knowledge dissemination in information technology and its applications.

The cover, foreword, and table of contents can be downloaded here.

DOI: https://doi.org/10.29207/resti.v10i1

Published: 2026-02-09

Computer Science Applications

Improving Vehicle Payment Method Classification Using XGBoost with SMOTE and SHAP Interpretation

Dedi Trisnawarman, Reza Mahendra

11 - 19
- pdf
Energy-Efficient Sector-Based Routing in 3D Wireless Sensor Networks Using Midpoint-Aware Cluster Head Selection

Nirwana Haidar Hari, Ahmad Khairul Umam, Lusiana Agustien

71 - 85
- pdf
Automated Young Children’s Pain Detection via Facial Expressions with YOLO v11

Gusgus Ghraha Ramdhanie, Nurdina Widanti, Bambang Aditya Nurgraha, Tomy Abuzairi, Nur Agustini, Dessie Wanda

86 - 94
- pdf
Analysis of Backdoor Shells in Web Servers Using Splunk and SPL-Based Machine Learning

Anjik Sukmaaji, Slamet, Sophie Anastasya Putri BR

95 - 101
- pdf
Optimization of a New Adaptive Stacking Ensemble Model Integrated with IoT for Stress Level Detection Based on Physiological Signals

Muhardi, Mohd Rinaldi Amartha, Rika Melyanti, Yuda Irawan

102 - 112
- pdf
Firefly Algorithm Under-sampling for Imbalance Data in Breast Cancer Survival Prediction

Diya Namira Purba, Namora Purba

127 - 132
- pdf
Serendipitous Recommendations for Handicraft Store Discovery in Social Commerce Using a Genetic Algorithm with Adaptive Selection

Ahmad Kamal, Suaini Binti Sura, Lai Po Hung, Renita Astri

201 – 208
- pdf
A Hybrid Round-Robin Scheduler for GPU Batch Rendering in Constrained Cloud Environments

Ibnu Hadi Purwanto, Dhani Ariatmanto, M. Shahkhir Mozamir, Afifah Nur Aini

209 - 215
- pdf

Artificial Intelligence

Leveraging Machine Learning to Predict Academic Specialization Pathways in Higher Education

Rendy Wirawan Tamrin, Wella

1 - 10
- pdf
Comparative Analysis of Multispectral Image Classification Based on EfficientNetB0, ResNet152, DenseNet161, DenseNet121, and HSV Segmentation

Melinda, Yudha Nurdin, Alfatirta Mufti, Syifa Anzella, Siti Rusdiana, Donata D Acula

20 - 31
- pdf
A Comparative Evaluation of Federated Learning Algorithms for Privacy-Preserving Academic Prediction on Heterogeneous Data

Michael Angello Qadosy Riyadi, Adinda Mariasti Dewi

41 - 52
- pdf
Real-Time Hand Gesture-Based Virtual Mouse System Using ESP32-CAM and OpenCV

Muhammad Farhan Alghifari Chaniago Saputro, Sugondo Hadiyoso, Indrarini Dyah Irawati

53 - 61
- pdf
Unifying Knowledge, Reasoning, and Hierarchy for Classifying Harmful Content

Raden Budiarto, I Gede Maha Putra

133 - 141
- pdf
HyRoBERTa: Hybrid Robustly Optimized BERT Approach Model for Sentiment and Sarcasm Detection in Post-Flood Social Media Analysis

Siti Yuliyanti, Aveny Septi Asriani, Vega Purwayoga, Zakwan Gusnadi

142 - 149
- pdf
Detecting Language Anxiety in Indonesian Students: Deep Learning and Traditional Classification Methods for English Learning Anxiety

Kemas Muslim Lhaksmana, Muhammad Sya’bani Falif , Iis Kurnia Nurhayati, Muhammad Yudhi Rezaldi, Esa Prakasa, Rickman Roedavan

150 - 159
- pdf
Bayesian Hyperparameter Optimization of Lightweight CNNs for Facial Dermatological Classification

Herimanto, Intan Rumondang Sianipar, Theo Samuel Dicunawi Aritonang, Ella Tasya Marito Silaban

160 - 170
- pdf
EBAQ: An Entropy-Based Bit Allocation Framework for Lightweight Autoencoder Models

Zaidir Zaidir, Mohammad Diqi

171 - 180
- pdf
AI-Generated Narratives and Infographic Synthesis for Visualizing Climate Temperature Anomalies

Azed Yayah Durrotun Nihayah, Agus Priyadi, Irdha Yunianto, Fitro Nur Hakim, Wiwid Wahyudi, Nafeeza Nafeeza

216 - 223
- pdf
Forecasting IHSG Stock Prices Using an Attention-Based CNN-BiGRU Hybrid Deep Learning

Ibnu Rasyid Munthe, Bhakti Helvi Rambe, Shabrina Rasyid Munthe

224 - 233
- pdf

Computer Vision and Pattern Recognition

The Effect of Gamma Correction on the Accuracy of Vehicle Detection Using the YOLOv8 Algorithm

Fathree Halawa, Elviawaty Muisa Zamzami, Jos Timanta Tarigan

32 - 40
- pdf
Benchmarking Transformer Architectures for Chest X-ray Classification

Joshua Pinem, Widi Astuti, Adiwijaya

62 - 70
- pdf
Multi-Class Semantic Segmentation of Oil Palm Areas Using a VGG-19 U-Net Improvement

Maura Widyaningsih, Tri Kuntoro Priyambodo, Moh Edi Wibowo, Muhammad Kamal

113 - 126
- pdf
Web-Based Deepfake Detection Using VERITAS: Integrating Vision-Based Excitation with Transformer-Driven Intelligence

Alam Rahmatulloh, Herman Dwi Surjono, Fatchul Arifin, Rohmat Gunawan, Randi Rizal

181 - 188
- pdf
Plant Disease Identification Using Image Processing: A Systematic Literature Review

Minarni Minarni, Muhammad Ilhamdi Rusydi, Darwison Darwison, Hermawan Nugroho, Budi Sunaryo

189 - 200
- pdf

Vol. 10 No. 1 (2026): February 2026

Computer Science Applications

Improving Vehicle Payment Method Classification Using XGBoost with SMOTE and SHAP Interpretation

Energy-Efficient Sector-Based Routing in 3D Wireless Sensor Networks Using Midpoint-Aware Cluster Head Selection

Automated Young Children’s Pain Detection via Facial Expressions with YOLO v11

Analysis of Backdoor Shells in Web Servers Using Splunk and SPL-Based Machine Learning

Optimization of a New Adaptive Stacking Ensemble Model Integrated with IoT for Stress Level Detection Based on Physiological Signals

Firefly Algorithm Under-sampling for Imbalance Data in Breast Cancer Survival Prediction

Serendipitous Recommendations for Handicraft Store Discovery in Social Commerce Using a Genetic Algorithm with Adaptive Selection

A Hybrid Round-Robin Scheduler for GPU Batch Rendering in Constrained Cloud Environments

Artificial Intelligence

Leveraging Machine Learning to Predict Academic Specialization Pathways in Higher Education

Comparative Analysis of Multispectral Image Classification Based on EfficientNetB0, ResNet152, DenseNet161, DenseNet121, and HSV Segmentation

A Comparative Evaluation of Federated Learning Algorithms for Privacy-Preserving Academic Prediction on Heterogeneous Data

Real-Time Hand Gesture-Based Virtual Mouse System Using ESP32-CAM and OpenCV

Unifying Knowledge, Reasoning, and Hierarchy for Classifying Harmful Content

HyRoBERTa: Hybrid Robustly Optimized BERT Approach Model for Sentiment and Sarcasm Detection in Post-Flood Social Media Analysis

Detecting Language Anxiety in Indonesian Students: Deep Learning and Traditional Classification Methods for English Learning Anxiety

Bayesian Hyperparameter Optimization of Lightweight CNNs for Facial Dermatological Classification

EBAQ: An Entropy-Based Bit Allocation Framework for Lightweight Autoencoder Models

AI-Generated Narratives and Infographic Synthesis for Visualizing Climate Temperature Anomalies

Forecasting IHSG Stock Prices Using an Attention-Based CNN-BiGRU Hybrid Deep Learning

Computer Vision and Pattern Recognition

The Effect of Gamma Correction on the Accuracy of Vehicle Detection Using the YOLOv8 Algorithm

Benchmarking Transformer Architectures for Chest X-ray Classification

Multi-Class Semantic Segmentation of Oil Palm Areas Using a VGG-19 U-Net Improvement

Web-Based Deepfake Detection Using VERITAS: Integrating Vision-Based Excitation with Transformer-Driven Intelligence

Plant Disease Identification Using Image Processing: A Systematic Literature Review

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