Vol. 6 No. 6 (2025): JUTIF Volume 6, Number 6, Desember 2025

Published: 2025-12-22

Articles

Improving Detection Accuracy of Network Intrusions Using a Hybrid Network Intrusion Detection System Based on Isolation Forest and Random Forest Algorithms

Ryan Christensen Wang, Refgiufi Patria Avrianto

5371-5385
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An Intelligent IoT-Based Hydroponic Irrigation System for Strawberry Cultivation Using Extreme Gradient Boosting Decision Model

Bijanto, Zainal Abidin, Fajar Husain Asy’ari, Rabei Raad Ali

5462-5473
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Random Forest and Artificial Neural Network Data Mining for Environmental and Public Health Risk Modeling in Flood-Prone Urban Areas of Indonesia

Deni Mahdiana, Masato Ebine, Arief Wibowo

5805-5820
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Interpretable Hybrid YOLOv8s-GWO Framework for Bounding-Box Viral Pneumonia Detection on Kaggle Chest X-ray Images

Cinantya Paramita, Azmi Jalaluddin Amron; Petar Šolić, Supratiknyo

5699-5790
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MAnTra: A Transformer-Based Approach for Malware Anomaly Detection in Network Traffic Classification

Randi Rizal, Muhamad Aditya Darmawan, Siti Rahayu Selamat, Alam Rahmatulloh, Erna Haerani, Genta Nazwar Tarempa

5632-5648
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Comparative Analysis of RGB and Grayscale Pixel-Based Similarity Methods for Lung X-ray Image Retrieval in Clinical Decision Support Systems

Wahyu Wijaya Widiyanto, Mohd Nizam Husen, Sofyan Pariyasto, Edy Susanto

5854-5864
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Labeling Optimization and Hybrid CNN Model in Sentiment Analysis of Movie Reviews with Slang Handling

Alfin Nur Aziz Saputra, Rujianto Eko Saputro, Dhanar Intan Surya Saputra

5333-5348
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Stroke Risk Prediction using Winsorizing Interquartile Range and Tree-Based Classification with Explainable Artificial Intelligence

Fitria Rahmadani, Wiharto, Shaifudin Zuhdi

5418-5434
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Analyzing Marketplace Reviews Using Word2Vec, CNN, and Deep K-Means with Sociolinguistic Approaches

Fahry, Titik Ceriyani Miswaty, Harun

5489-5502
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An Interpretable Deep Learning Framework for Multi-Class Lung Disease Diagnosis Using ConvNeXt Architecture

Muhammad Khalidin Basyir, Mhd Furqan, Aulia Fadlan

5837-5853
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Proximal Policy Optimization for Adaptive Resource Allocation in Mobile OS Kernels: Enhancing Multitasking Efficiency

Moch. Ali Machmudi, Yusuf Wahyu Setiya Putra, Abdul Ghani Naim

5621-5631
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Fault-Tolerant Telegram Bot Architecture for Odoo 14: Validated Production Reporting in Flexible Packaging

Masmur Tarigan, Adi Suryaputra Paramita, Deshinta Arrova Dewi

5662-5678
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Aligning Software Architecture with Cost Structure: A Comparative Study Using ATAM and Lean Canvas in Early Startup Development

Jan Falih Fadhillah, Dana Sulistiyo Kusumo

5553-5569
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Validation of Question Classification Using Support Vector Machine and Intraclass Correlation Coefficient Based on the Revised Bloom’s Taxonomy

Lazuardy Syahrul Darfiansa, Sza Sza Amulya Larasti

5386-5400
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Early Fusion of CNN Features for Multimodal Biometric Authentication from ECG and Fingerprint Using MLP, LSTM, GCN, and GAT

Muhammad Abdhi Priyatama, Dodon Turianto Nugrahadi, Irwan Budiman, Andi Farmadi, Mohammad Reza Faisal, Bedy Purnama, Puput Dani Prasetyo Adi, Luu Duc Ngo

5632-5648
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Comparative Performance Evaluation of Linear, Bagging, and Boosting Models Using BorutaSHAP for Software Defect Prediction on NASA MDP Datasets

Najla Putri Kartika, Rudy Herteno, Irwan Budiman, Dodon Turianto Nugrahadi, Friska Abadi, Umar Ali Ahmad, Mohammad Reza Faisal

5821-5836
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Predictive Modeling for Underweight Detection in Toddlers Using Support Vector Machine, K-Nearest Neighbors, and Decision Tree C4.5 Algorithms

Maria Atik Sunarti Ekowati, Nurul Hidayat, Abdul Karim

5570-5589
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Optimization of Software Effort Estimation Using Hybrid Consistent Fuzzy Preference Relation and Least Squares Support Vector Machine

Ika Indah Lestari, Adnan Purwanto, Sulistiyasni, Khoem Sambath

5590-5608
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Optimizing Early Network Intrusion Detection: A Comparison of LSTM and LinearSVC with SMOTE on Imbalanced Data

Khabib Adi Nugroho, Taqwa Hariguna, Azhari Shouni Barkah

5349-5370
- DOWNLOAD PDF
Detection of Endangered Indonesian Species Across Multiple Taxonomic Classes Using Faster R-CNN

Moh. Jabir Mubarok, Rizky Fitria Haya, Eka Fitria, Brilian Surya Budi

5435-5449
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Implementation and Evaluation of Static Code Analysis to Identify Security and Code Quality Issues in Academic Information Systems

Cecep Muhamad Sidik Ramdani, Rahmi Nur Shofa, Muhammad Adi Khairul Anshary, Acep Irham Gufroni, Aria Priawan Yahya

5791-5804
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Sentinel-2 NDVI Analysis Using GEE and QGIS for Green Open Space Sustainability Assessment in Kendari City

Sufrianto, Siti Sara Yaacob Zubir, Andi Makkawaru Isazarni Jassin, Joko Tri Brata, Erni Danggi, Sulfikar Sallu

5522-5538
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Analyzing User Needs and Recommending Targeted Features for Bi’ih Village Tourism Website Using Text Mining and K-Means Clustering

Mima Artamevia, Muharman Lubis, Iqbal Yulizar Mukti, Dini Handayani

5609-5620
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Evaluating Lexicon Weighting and Machine Learning Models for Sentiment Classification of Indonesian Mangrove Ecotourism Reviews

Ferdi Chahyadi, Alena Uperiati, Risdy Absari Indah Pratiwi , Nur Hamid

5679-5698
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Efficient Waste Classification in Cisadane River Using Vision Transformer and Swin Transformer Architectures

Asep Surahmat, Rezza Anugrah Mutiarawan

5450-5461
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Optimization Strategy for Electric Vehicle Charging Station Development at Gas Stations Using GIS-AHP-SAW Framework

Andika Jaka Saputra, Suharjito

5401-5418
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Integration of Squeeze-and-Excitation in Densenet-121 for Classifying Real and AI-Generated Images

Nadiyya Hasaniyyah, Khadijah, Sutikno, Zahra Arwananing Tyas

5474-5488
- DOWNLOAD PDF
Development of Mobile Quran App with Screen Time Monitoring Using DRM, Agile, and Sus-Use Testing

Yahya Abdulhafidz, Umar Zaky, Fadhila Tangguh Admojo

5503-5521
- DOWNLOAD PDF
Incremental CNN-k-NN Hybrid Facial Recognition for Helmeted Facial Recognition in IoT-Enabled Smart Parking: A Case Study at Universitas Mataram

Ida Bagus Ketut Widiartha, Ario Yudo Husodo, Tran Thi Thanh Thuy, Santi Ika Murpratiwi

5539-5552
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Enhancing Classification of Self-Reported Monkeypox Symptoms on Social Media Using Term Frequency-Inverse Document Frequency Features and Graph Attention Networks

Rizailo Akfa Rizian, Irwan Budiman, Mohammad Reza Faisal, Dwi Kartini, Fatma Indriani, Umar Ali Ahmad

5865-5881
- DOWNLOAD PDF

Vol. 6 No. 6 (2025): JUTIF Volume 6, Number 6, Desember 2025

Articles

Improving Detection Accuracy of Network Intrusions Using a Hybrid Network Intrusion Detection System Based on Isolation Forest and Random Forest Algorithms

An Intelligent IoT-Based Hydroponic Irrigation System for Strawberry Cultivation Using Extreme Gradient Boosting Decision Model

Random Forest and Artificial Neural Network Data Mining for Environmental and Public Health Risk Modeling in Flood-Prone Urban Areas of Indonesia

Interpretable Hybrid YOLOv8s-GWO Framework for Bounding-Box Viral Pneumonia Detection on Kaggle Chest X-ray Images

MAnTra: A Transformer-Based Approach for Malware Anomaly Detection in Network Traffic Classification

Comparative Analysis of RGB and Grayscale Pixel-Based Similarity Methods for Lung X-ray Image Retrieval in Clinical Decision Support Systems

Labeling Optimization and Hybrid CNN Model in Sentiment Analysis of Movie Reviews with Slang Handling

Stroke Risk Prediction using Winsorizing Interquartile Range and Tree-Based Classification with Explainable Artificial Intelligence

Analyzing Marketplace Reviews Using Word2Vec, CNN, and Deep K-Means with Sociolinguistic Approaches

An Interpretable Deep Learning Framework for Multi-Class Lung Disease Diagnosis Using ConvNeXt Architecture

Proximal Policy Optimization for Adaptive Resource Allocation in Mobile OS Kernels: Enhancing Multitasking Efficiency

Fault-Tolerant Telegram Bot Architecture for Odoo 14: Validated Production Reporting in Flexible Packaging

Aligning Software Architecture with Cost Structure: A Comparative Study Using ATAM and Lean Canvas in Early Startup Development

Validation of Question Classification Using Support Vector Machine and Intraclass Correlation Coefficient Based on the Revised Bloom’s Taxonomy

Early Fusion of CNN Features for Multimodal Biometric Authentication from ECG and Fingerprint Using MLP, LSTM, GCN, and GAT

Comparative Performance Evaluation of Linear, Bagging, and Boosting Models Using BorutaSHAP for Software Defect Prediction on NASA MDP Datasets

Predictive Modeling for Underweight Detection in Toddlers Using Support Vector Machine, K-Nearest Neighbors, and Decision Tree C4.5 Algorithms

Optimization of Software Effort Estimation Using Hybrid Consistent Fuzzy Preference Relation and Least Squares Support Vector Machine

Optimizing Early Network Intrusion Detection: A Comparison of LSTM and LinearSVC with SMOTE on Imbalanced Data

Detection of Endangered Indonesian Species Across Multiple Taxonomic Classes Using Faster R-CNN

Implementation and Evaluation of Static Code Analysis to Identify Security and Code Quality Issues in Academic Information Systems

Sentinel-2 NDVI Analysis Using GEE and QGIS for Green Open Space Sustainability Assessment in Kendari City

Analyzing User Needs and Recommending Targeted Features for Bi’ih Village Tourism Website Using Text Mining and K-Means Clustering

Evaluating Lexicon Weighting and Machine Learning Models for Sentiment Classification of Indonesian Mangrove Ecotourism Reviews

Efficient Waste Classification in Cisadane River Using Vision Transformer and Swin Transformer Architectures

Optimization Strategy for Electric Vehicle Charging Station Development at Gas Stations Using GIS-AHP-SAW Framework

Integration of Squeeze-and-Excitation in Densenet-121 for Classifying Real and AI-Generated Images

Development of Mobile Quran App with Screen Time Monitoring Using DRM, Agile, and Sus-Use Testing

Incremental CNN-k-NN Hybrid Facial Recognition for Helmeted Facial Recognition in IoT-Enabled Smart Parking: A Case Study at Universitas Mataram

Enhancing Classification of Self-Reported Monkeypox Symptoms on Social Media Using Term Frequency-Inverse Document Frequency Features and Graph Attention Networks

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