Vol. 9 No. 4 (2025): August 2025

This issue presents 28 exemplary scholarly articles contributed by a diverse consortium of 39 esteemed institutions. It highlights research contributions from 35 Indonesian institutions, complemented by significant collaborations with 3 Malaysian institutions and 1 Indian institution.

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.v9i4

Published: 2025-07-11

Computer Science Applications

Real-time Emotion Recognition Using the MobileNetV2 Architecture

Triyani Hendrawati, Anindya Apriliyanti Pravitasari

714 - 720
- pdf
Benchmarking YOLOv8 Variants with Transfer Learning for Real-Time Detection and Classification of Road Cracks and Potholes

Dede Kurniadi, A. Abdul Latif, Asri Mulyani, Hilmi Aulawi

771 - 780
- pdf
Comparing Optimization Algorithms in ANN Models for House Price Prediction in Pekanbaru

Doni Winarso, Edo Arribe, Syahril, Aryanto, Muhardi, Shahrulniza Musa

781- 787
- pdf
Advancing Vehicle Logo Detection with DETR to Handle Small Logos and Low-Quality Images

Rifky Fahrizal Ubaidillah, Mahmud Dwi Sulistiyo, Gamma Kosala, Ema Rachmawati, Deny Haryadi

796 - 804
- pdf
Adaptive Stress Prediction with GSR, SMOTE Balancing, and Random Forest Models

Rino Ferdian Surakusumah, Rechi Yudha Apza

805 - 813
- pdf
Enhancing Agile Defect Prediction with Optimized Machine Learning and Feature Selection

Faiq Dhimas Wicaksono, Daniel Siahaan

814 - 819
- pdf
Handling Imbalance in Javanese Manuscript Character Dataset using Skeleton-based Balancing Generative Adversarial Networks

Muhammad 'Arif Faizin, Nanik Suciati, Chastine Fatichah

820 - 831
- pdf
Sonified Cryptography: Secure Text Encoding with DNA and Non-Speech Audio

Chandrasekaran Saravanakumar, Neelamegam Subhashini

832 - 839
- pdf
Open-Set Recognition for Potato Leaf Disease Identification Using OpenMax

Ike Verawati, Mambaul Hisam, Yoga Pristyanto

840 - 849
- pdf
Improving the Accuracy of Tourism Recommendation System Based on Neural Collaborative Filtering

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

886 - 893
- pdf
Optimizing Menu Planning for Children with Autism Using Improved Multi-Goal Programming Model

Nur Rasyida Mohd Rashid, Suliadi Firdaus Sufahani, Nur Hana Hamzaid

915 - 922
- pdf

Artificial Intelligence

Optimizing Sentiment Analysis for Lombok Tourism Using SMOTE and Chi-Square with Machine Learning

Hairani, Anthony Anggrawan, Muhammad Ridho Akbar, Khasnur Hidjah, Muhammad Innuddin

706 - 713
- pdf
Face Dermatological Disorder Identification with YoloV5 Algorithm

Ayu Wirdiani, Lennia Savitri Azzahra Lofiana, I Putu Arya Dharmadi, Oka Sudana

721 - 728
- pdf
DiG-MFV: Dual-integrated Graph for Multilingual Fact Verification

Nova Agustina, Kusrini, Ema Utami, Tonny Hidayat

729 - 736
- pdf
Comparative Performance of ResNet Architectures for Toraja Carving Image Classification with Data Augmentation

Herman, Muhammand Akbar, Haidawati Nasir, Herdianti, Huzain Azis, Lilis Nur Hayati

737 - 744
- pdf
Enhanced Predictive Modeling for Non-Invasive Liver Disease Diagnosis

Donni Prabowo, Bety Wulan Sari, Yoga Pristyanto, Afrig Aminuddin

745 - 753
- pdf
BERT Model Fine-tuned for Scientific Document Classification and Recommendation

Muhammad Deagama Surya Antariksa, Aris Sugiharto, Bayu Surarso

754 - 764
- pdf
Deep Learning-Based Visualization of Network Threat Patterns Using GAN-Generated Infographic

Mars Caroline Wibowo, Iwan Setyawan, Adi Setiawan, Irwan Sembiring

765 - 770
- pdf
Analysis of the Impact of Backpropagation Hyperparameter Optimization on Heart Disease Prediction Models

Nita Syahputri, Putrama Alkhairi, Enok Tuti Alawiah

788 - 795
- pdf
Optimizing DBSCAN Parameters for Depth-Based Earthquake Clustering Using Grid Search

Rushendra Rushendra, Ody Octora Wijaya, Mohamad Yusuf, Andri Setiyaji, Djoko Prabowo

850 - 864
- pdf
Thermal Comfort Projection on Northern Coast of Central Java Using Machine Learning

Afandi Afandi, Aji Supriyanto

865 - 878
- pdf
Harnessing BERT for Semantic Understanding in Tourism Recommendation Engines

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

879 - 885
- pdf
Optimizing Tourism Recommendations with a Hybrid Model: Bridging User Preferences and Behavioral Patterns

Rifqi Hammad, Muhammad Azwar, M. Aswin Syarif

894 - 904
- pdf
Sentiment Analysis Optimization Using Ensemble of Multiple SVM Kernel Functions

M. Khairul Anam, Tri Putri Lestari, Lusiana Efrizoni, Nadya Satya Handayani, Imam Andhika

905 - 914
- pdf
Language Processing for Detecting Fake News on Twitter Using a Long Short-Term Memory Architecture

Rini Sovia, Dwi Andhara Valkyrie , Ruri Hartika Zain, Firdaus

935 - 943
- pdf
Enhancing Lung Cancer Detection: Optimizing CNN Architectures through Hyperparameter Tuning

Sundari Retno Andani, Poningsih, Abdul Karim

944 - 954
- pdf
A New Triple-Weighted K-Nearest Neighbor Algorithm for Tomato Maturity Classification

Lidya Ningsih Lidya, Arif Mudi Priyatno Arif, Addini Yusmar dini

955 - 962
- pdf

Computer Vision and Pattern Recognition

Performance Comparison of YOLOv8 and DETR in White Blood Cell Detection

Andrian Rakhmatsyah, Maman Abdurohman, Bayu Erfianto, Delita Prihatni

923 - 934
- pdf

Vol. 9 No. 4 (2025): August 2025

Computer Science Applications

Real-time Emotion Recognition Using the MobileNetV2 Architecture

Benchmarking YOLOv8 Variants with Transfer Learning for Real-Time Detection and Classification of Road Cracks and Potholes

Comparing Optimization Algorithms in ANN Models for House Price Prediction in Pekanbaru

Advancing Vehicle Logo Detection with DETR to Handle Small Logos and Low-Quality Images

Adaptive Stress Prediction with GSR, SMOTE Balancing, and Random Forest Models

Enhancing Agile Defect Prediction with Optimized Machine Learning and Feature Selection

Handling Imbalance in Javanese Manuscript Character Dataset using Skeleton-based Balancing Generative Adversarial Networks

Sonified Cryptography: Secure Text Encoding with DNA and Non-Speech Audio

Open-Set Recognition for Potato Leaf Disease Identification Using OpenMax

Improving the Accuracy of Tourism Recommendation System Based on Neural Collaborative Filtering

Optimizing Menu Planning for Children with Autism Using Improved Multi-Goal Programming Model

Artificial Intelligence

Optimizing Sentiment Analysis for Lombok Tourism Using SMOTE and Chi-Square with Machine Learning

Face Dermatological Disorder Identification with YoloV5 Algorithm

DiG-MFV: Dual-integrated Graph for Multilingual Fact Verification

Comparative Performance of ResNet Architectures for Toraja Carving Image Classification with Data Augmentation

Enhanced Predictive Modeling for Non-Invasive Liver Disease Diagnosis

BERT Model Fine-tuned for Scientific Document Classification and Recommendation

Deep Learning-Based Visualization of Network Threat Patterns Using GAN-Generated Infographic

Analysis of the Impact of Backpropagation Hyperparameter Optimization on Heart Disease Prediction Models

Optimizing DBSCAN Parameters for Depth-Based Earthquake Clustering Using Grid Search

Thermal Comfort Projection on Northern Coast of Central Java Using Machine Learning

Harnessing BERT for Semantic Understanding in Tourism Recommendation Engines

Optimizing Tourism Recommendations with a Hybrid Model: Bridging User Preferences and Behavioral Patterns

Sentiment Analysis Optimization Using Ensemble of Multiple SVM Kernel Functions

Language Processing for Detecting Fake News on Twitter Using a Long Short-Term Memory Architecture

Enhancing Lung Cancer Detection: Optimizing CNN Architectures through Hyperparameter Tuning

A New Triple-Weighted K-Nearest Neighbor Algorithm for Tomato Maturity Classification

Computer Vision and Pattern Recognition

Performance Comparison of YOLOv8 and DETR in White Blood Cell Detection

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