Vol. 10 No. 5 (2026): October 2026

DOI: https://doi.org/10.29207/resti.v10i5

Published: 2026-09-28

Computer Science Applications

Heterogeneous Stacking Ensemble with SMOTE-Based Oversampling for Agricultural Commodity Price Prediction under Extreme Class Imbalance

Yessica Siagian, Neni Mulyani, Jeperson Hutahaean, Dinda Maharani, Jenny Erlita

1243 - 1251
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DETR-CLIP-BLIP Integrated Framework for Context-Guided Multimodal Knowledge Graph Retrieval

Raihan Atsal Hafizh, Kemas Rahmat Saleh Wiharja

1301 - 1312
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Real-Time Multi-Face Detection for Automated Attendance Management Using YOLOv8

Danang Arbian Sulistyo, Lia Farokhah, Emilsa T Bantug, Rachel T Alegado

1381 - 1392
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Modified Quantization Strategy for Enhanced Lossless RAW Audio Compression

Tonny Hidayat, Hendra Kurniawan , Hastari Utama, Dewi Anisa Istiqomah, Joko Dwi Santoso

1393 - 1403
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Deterministic Texture-Adaptive Steganography for IoT Edge: Achieving Optimal Rate-Distortion With O(N) Complexity

Saepudin Nirwan, Naufal Fachrudin Nirwan, Agus Perdana Windarto

1423 - 1434
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Lightweight Facial Feature-Based Drowsiness Detection Using Haar Cascade, EAR, MAR, and KNN

Asri Mulyani, Erick Fernando, Dede Kurniadi, Adinda Jaida Fauziyah

1435 - 1446
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A Novel Block Cipher Construction Based on Latin Square Substitution and Modular Permutation

Robbi Rahim, Ronal Watrianthos, Zulidyana Dwi Rusnalasari

1483 - 1489
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Regional Urban Heat Island Risk Mapping Using PCA and Fuzzy Clustering

Darniati Darniati, Muhammad Rizal Haris, Muhammad Faisal, Lisa Fitriani Ishak

1538 - 1549
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Artificial Intelligence

Reliable Indonesian Academic Service Chatbot Using Retrieval-Augmented Generation and Adaptive Refusal

Jarot Budiasto, Tatik Melinda Tallulembang, Selfina Pare, Muhammad Hasbi

1207 - 1214
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Enhancing Transparency in Income Prediction: A SHAP-based Explainable AI Approach with Random Forest

Marsani Asfi, Budi Warsito, Adi Wibowo

1215 - 1223
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A Data-Quality-Aware Machine Learning Framework for Magnitude Homogenization in Indonesia's Earthquake Catalog

Desi Ramayanti, Bias Yulisa Geni, Imam Mulya

1224 - 1232
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A Hybrid Dynamic Time Warping and Multi-BMU Self-Organizing Map for Time-series Clustering

Rina Dewi Indahsari, Siti Sendari, Wahyu Sakti Gunawan Irianto, Samsul Arifin, Dyah Lestari

1233 - 1242
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Comparative Analysis of CNN and Vision Transformer for Alzheimer’s Prediction via Cross-Dataset Validation

Jasman Pardede, Hilman Syawaluddin, Muhammad Rama Reyswara, Asep Nana Hermana, Marisa Premitasari

1252 - 1264
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Benchmarking Transformer Models for Sentiment Analysis on YouTube User Comments

Li-Hua Li, Agus Cahyo Nugroho

1277 - 1286
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CME-Insights: A Cognitive Multimodal Explainability Framework for Credit Risk Assessment Using SEC Financial Filings

Ankur Agarwal, Shashi Prabha, Raghav Yadav

1287 - 1300
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Uncertainty-Guided Noise-Aware Oversampling with Deep CNN for Imbalanced Oil Palm Disease Classification

Hartono Hartono, Erianto Ongko, Retna Astuti Kuswardani, Suswati Suswati

1313 - 1327
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PATSE: PyTorch-Native Polar Encoding for Runtime Stability in Audio Processing

Nuk Ghurroh Setyoningrum, Ema Utami, Kusrini Kusrini, Ferry Wahyu Wibowo

1340 - 1348
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Quantifying Target Leakage in SEER Breast Cancer Mortality Prediction

Sestri Novia Rizki, Vani Maharani Nasution, Eko Amri Jaya, Verra Budhi Lestari, Elfina Maulid

1371 - 1380
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HyRes-Boost: Hybrid Resampling for Sensitivity–False-Alarm Trade-offs in Network Intrusion Detection

Achmad Affandi, Eko Setijadi, Endroyono Endroyono, Sri Rahayu, Prasetiyono Hari Mukti, Suwadi Suwadi, Fransiska Sisilia Mukti

1412 - 1422
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Speech-Driven Optotype Recognition for Visual Acuity Assessment Using Deep Learning

Dwiny Meidelfi, Hendrick Hendrick, Fanni Sukma, Ulya Ilhami Arsyah, Jeprizal Jeprizal

1447 - 1454
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Enhancing Multi-Domain Sentiment Classification Using Adaptive Lexicons and Machine Learning

Saleh Yaakub, Mustafa Mat Deris, Ika Safitri Windiarti

1455 - 1463
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Identifying Disease Outbreak Messages on Social Media Using Graph Neural Network Variants with TF-IDF and Word Embedding Features

Irwan Budiman, Mohammad Reza Faisal, Muliadi, Muhammad Rafi, Husnil Kamil, Luther Alexander Latumakulita, Luu Duc Ngo

1464 - 1474
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Explainable AI for Student Dropout Prediction: A Hierarchical LightGBM Approach

Ismail Setiawan, Rahmat Gernowo, Budi Warsito

1475 - 1482
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Model Stability Evaluation Under Random Seed Variation Using SSI and RRS

Nurul Chamidah, Azwa Abdul Aziz

1490 - 1503
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Multi-Stage Feature Fusion for Breast Cancer Histopathology using EfficientNetV2 and Vision Transformers

Errissya Rasywir, Yovi Pratama, Yessi Hartiwi, Fachruddin Fachruddin

1514 - 1525
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Computer Vision and Pattern Recognition

Optimized CNN-Based Transfer Learning Approach with ReduceLROnPlateau for Early Potato Leaf Disease Classification

Andi Sunyoto, Yoga Pristyanto, Anggit Ferdita Nugraha

1265 - 1276
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Two-stage Transfer Learning for Chilli Leaf Disease Classification using CNN and Vision Transformer

Rudi Kurniawan, Samsuryadi Samsuryadi, Fatma Susilawati Mohamad, Bunga Intan, Nelly Khairani Daulay

1328 - 1339
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An Explainable Multimodal Hybrid Deep Learning Framework for Real-Time IoT-Based Fish Freshness Classification

Rian Ordila, Miratu Megasari, Yulanda Yulanda, Yuda Irawan, Refni Wahyuni

1349 - 1360
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Leveraging Assistive Image Captioning on VizWiz through Multi-Caption Supervision

Fauzan Firdaus, Ema Rachmawati, Angel Metanosa Afinda, Edward Ferdian, Muhammad Maulana Yusuf

1361 - 1370
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Hybrid DenseNet201-ViT Architecture for Robust Solid Waste Classification

Lailia Rahmawati, Catur Supriyanto

1404 - 1411
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A Transfer Learning Framework for Automated Egg Damage Classification Using Pretrained EfficientNet

Suyahman Suyahman, Ardy Wicaksono, Irvan Setiadi Kartawiria, Kukuh Madyaningrana

1504 - 1513
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NoduViT: An Attention-Driven DeepLab–CustomViT Hybrid Model for Segmentation-Informed Multiclass Pulmonary Patch Classification

Fachruddin Fachruddin, Yovi Pratama, Errissya Rasywir, Yessi Hartiwi, Jasmir Jasmir, Hastie Audytra, Marrylinteri Istoningtyas

1526 - 1537
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Detection of Pulmonary Tuberculosis in Chest X-Ray Images Using CNN-VGG19: Evidence from a Local Indonesian Clinical Dataset

Emil Agusalim Habi Talib, Mar'atul Azizah, Muhammad Faisal, Abd Rakhim Nanda, Nizirwan Anwar, Indriyanti Azis, Rizki Yusliana Bakti, M. Agusalim, Desi Anggreani

1550 - 1558
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A Robust Hybrid Image Watermarking Scheme Based on IWT-DCT-SVD using Entropy and Edge Entropy

M. Iman Wahyudi, Jufriadif Na`am, Ferda Ernawan

1559 - 1568
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