Vol. 9 No. 6 (2025): December 2025

This issue presents 24 exemplary scholarly articles contributed by a diverse consortium of 46 esteemed institutions. It highlights research contributions from 36 Indonesian institutions, complemented by significant collaborations with institutions from Iraq, Brunei, USA, Malaysia, and Australia.

We extend our sincere gratitude to all researchers who have chosen the RESTI Journal as the platform for disseminating their innovative work. These contributions not only advance the frontiers of computer science and artificial intelligence but also illustrate the practical applications of these technologies.

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

DOI: https://doi.org/10.29207/resti.v9i6

Published: 2025-11-29

Computer Science Applications

Benchmarking Machine Learning Paradigms for Resume Screening on Imbalanced Data

Fitri Noor Febriana, Ira Puspitasari

1329 - 1338
- pdf
Deep Learning-Based Soybean Leaf Disease Classification Using DenseNet121, Xception, and MobileNetV2

Nita Helmawati, Yopy Tri Buana, Eko Rahmad Darmawan, Kusrini Kusrini

1339 - 1346
- pdf
Correlation Analysis of ISO 25010 Modularity, CK Metrics, and Architecture Smells

Maulana Alirridlo, Enrico Almer Tahara, Siti Rochimah

1375 - 1384
- pdf
RadReader: An Enhanced AlexNet-Based GUI Application for Pneumonia Prediction in Thoracic X-Ray Images

Giri Wahyu Wiriasto, Ahdiat Aunul Hipzi, I Made Budi Suksmadana, Misbahuddin, Indira puteri Kinasih, Putu Aditya Wiguna

1405 - 1416
- pdf
A Validated Blockchain Model and Architecture for Public Health System for Data Security

Erick Fernando, Yulius Denny Prabowo, Winanti , David Tjahjana, Monika Evelin Johan

1485 - 1492
- pdf
Comparative Analysis of CNN, MobileNetV2 and EffecientNetBO in Smart Farming System for Chili Leaf Disease Detection

Abdul Latief Arda, Syamsu Alam, Matalangi

1504 - 1516
- pdf
Investigating Shallow Learning Methods for Optical Character Recognition of Indonesia’s Nusantara Scripts

Mahmud Dwi Sulistiyo, Aji Gautama Putrada, Aditya Firman Ihsan, Prasti Eko Yunanto, Donny Richasdy, Hassan Rizky Putra Sailellah, Sabrina Adinda Sari

1538 - 1550
- pdf

Artificial Intelligence

The Impact of Squeeze-and-Excitation Blocks on CNN Models and Transfer Learning for Pneumonia Classification Using Chest X-ray Images

Muhammad Yunan, Aris Marjuni, Affandy Affandy, Mochamad Arief Soeleman, Iqbal Firdaus

1291 - 1305
- pdf
Analyzing Public Sentiment on Electric Vehicles Through BERTopic and Emotion-Based Data Clustering

Kamal H. Jihad, Azhar Ahmed Bilal, Mohammed Rashad Baker, Yaser Issam Aljanabi

1306 - 1315
- pdf
Optimizing a Hybrid Deep Learning Model for DDoS Detection Using DBSCAN and PSO

Indrastanti Ratna Widiasari, Rissal Efendi

1347 - 1357
- pdf
Explainable DDoS Detection with a CNN-LSTM Hybrid Model and SHAP Interpretation

Amali Amali, Anggi Muhammad Rifa'i, Edy Widodo, Ahmad Turmudi Zy, Dhani Ariatmanto

1358 - 1365
- pdf
Robust Aggregation Strategies in Federated Learning for Credit Risk Assessment

Sulthonika Mahfudz Al Mujahidin, Michael Angello Qadosy Riyadi, Adinda Mariasti Dewi, Mustafa Kamal

1366 - 1374
- pdf
CNN-Based Skin Cancer Classification with Combined Max and Global Average Pooling

Chairani Fauzi, Fitra Salam S. Nagalay

1385 - 1397
- pdf
Evaluating Steganography Detection in JPEG Images Using Gaussian Mixture Model and Cryptographic Keys

Indrawan Ady Saputro, Febrianta Surya Nugraha, Lilik Sugiarto, Iwan Ady Prabowo

1398 - 1404
- pdf
A New Approach for Dynamic Analysis of Indonesian Food Prices using the PC Algorithm and Vector Autoregression

Teny Handhayani, Yudistira Permana, Akmal Farouqi, Naufal Firdausyan, Raffy Sonata, Marcel Yusuf Rumlawang Arpipi, Irvan Lewenusa

1417 - 1427
- pdf
Hybrid Video Transcription Summarization with a BERT-Based Clustering and BART

Fathul Agit Darmawan, Muhammad Bima Mauludin, Christian Sri Kusuma Aditya

1439 - 1450
- pdf
Securing NFT Copyright with Robust DWT-Hessenberg-SVD Watermarking and RSA Signatures

Muhammad Romadhona Kusuma, Efri Syamsul Bahri

1451 - 1462
- pdf
Enhanced RegNetY-400MF for Fruit Fly Species Classification: Fine-Tuning Strategies and Data Balancing for Improved Accuracy

Sayuti Rahman, Asmah Indrawati, Muhammad Zen, Billiam Zealtiel, Shabila Shaharani Tanjung

1463 - 1473
- pdf
A Hybrid Framework Combining U-Net, Ant Colony Optimization, and CNN for Rice Leaf Disease Classification under Class Imbalance

Erianto Ongko, Asmah Indrawati, Sukiman Sukiman

1474 - 1484
- pdf
Speech-Based Virtual Assistant for Mental Health Support Through Natural Interaction

Dimas Rizqi Kurniawan, Donny Avianto

1493 - 1503
- pdf
Optimizing Transformer Model FlanT5 for Multi-Question Answering with Context-Aware Learning Rate

Tri Lathif Mardi Suryanto, Aji Prasetya Wibawa, Hariyono Hariyono, Andrew Nafalski

1517 - 1525
- pdf
Enhancing Face Authentication for Online Examination Systems Using Median Filtering and MobileNetV2

Dadang Sudrajat, Dian Ade Kurnia, Rudi Kurniawan, Othman bin Mohd, Maulana Sujarwadi, Salman Alfarizi

1526 - 1537
- pdf

Computer Vision and Pattern Recognition

Boosting YOLO11: Global Attention & Hyperparameter Tuning for High-Fidelity Military Aircraft Detection

Satyo Widijanuarto, Ema Utami

1316 - 1328
- pdf
Comparative Analysis of ResNet-Based Wagner-Scale Classification for Imbalanced DFU Data

Aditya Wahyu Ramadhan, Pulung Nurtantio Andono, M. Arief Soeleman

1428 - 1438
- pdf

Vol. 9 No. 6 (2025): December 2025

Computer Science Applications

Benchmarking Machine Learning Paradigms for Resume Screening on Imbalanced Data

Deep Learning-Based Soybean Leaf Disease Classification Using DenseNet121, Xception, and MobileNetV2

Correlation Analysis of ISO 25010 Modularity, CK Metrics, and Architecture Smells

RadReader: An Enhanced AlexNet-Based GUI Application for Pneumonia Prediction in Thoracic X-Ray Images

A Validated Blockchain Model and Architecture for Public Health System for Data Security

Comparative Analysis of CNN, MobileNetV2 and EffecientNetBO in Smart Farming System for Chili Leaf Disease Detection

Investigating Shallow Learning Methods for Optical Character Recognition of Indonesia’s Nusantara Scripts

Artificial Intelligence

The Impact of Squeeze-and-Excitation Blocks on CNN Models and Transfer Learning for Pneumonia Classification Using Chest X-ray Images

Analyzing Public Sentiment on Electric Vehicles Through BERTopic and Emotion-Based Data Clustering

Optimizing a Hybrid Deep Learning Model for DDoS Detection Using DBSCAN and PSO

Explainable DDoS Detection with a CNN-LSTM Hybrid Model and SHAP Interpretation

Robust Aggregation Strategies in Federated Learning for Credit Risk Assessment

CNN-Based Skin Cancer Classification with Combined Max and Global Average Pooling

Evaluating Steganography Detection in JPEG Images Using Gaussian Mixture Model and Cryptographic Keys

A New Approach for Dynamic Analysis of Indonesian Food Prices using the PC Algorithm and Vector Autoregression

Hybrid Video Transcription Summarization with a BERT-Based Clustering and BART

Securing NFT Copyright with Robust DWT-Hessenberg-SVD Watermarking and RSA Signatures

Enhanced RegNetY-400MF for Fruit Fly Species Classification: Fine-Tuning Strategies and Data Balancing for Improved Accuracy

A Hybrid Framework Combining U-Net, Ant Colony Optimization, and CNN for Rice Leaf Disease Classification under Class Imbalance

Speech-Based Virtual Assistant for Mental Health Support Through Natural Interaction

Optimizing Transformer Model FlanT5 for Multi-Question Answering with Context-Aware Learning Rate

Enhancing Face Authentication for Online Examination Systems Using Median Filtering and MobileNetV2

Computer Vision and Pattern Recognition

Boosting YOLO11: Global Attention & Hyperparameter Tuning for High-Fidelity Military Aircraft Detection

Comparative Analysis of ResNet-Based Wagner-Scale Classification for Imbalanced DFU Data

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