Vol. 7 No. 5 (2026): JUTIF Volume 7, Number 5, October 2026

Jurnal Teknik Informatika (JUTIF) UNSOED Volume 7, Number 5, October 2026 was published on October 10, 2026. JUTIF in this edition has received quite a lot of article submissions, but in the process some of the best articles have been selected according to the results of the review. This edition published article from several affiliations, including :

Published: 2026-10-10

Articles

Real-Time Detection And Mitigation Of Address Resolution Protocol Spoofing In Software-Defined Networks Using A POX Controller Module

Rayhan Zahwan Saleh, Muharman Lubis

4480-4496
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Hybrid Semantic Retrieval-Augmented Generation Using Dual Large Language Models for Domain-Specific Question Answering

Synthia Indira Prastica, Reza Mahendra Saputra, Wildan Suharso

4768-4779
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Intelligent System for Personal Style Recommendations Using Artificial Intelligence

Meizaluna Frakasa, Yadhurani Dewi Amritha

4420-4437
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Design of a Business Intelligence-Based Employee Performance Dashboard Using Design Science Research to Support Data-Driven Decision Making in Operational Banking Environments

Septri Hazano, Setiawan Assegaff, Sharipuddin

4853-4867
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Handling Class Imbalance in Indonesian Mobile Service App Reviews Using IndoBERT and Hierarchical Data Augmentation

Sang Ayu Putu Diah Setyawati, Roy Rudolf Huizen, Dadang Hermawan

4513-4528
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End-to-End Nutritional Label Analysis of Packaged Beverages Using YOLOv8, Optical Character Recognition, and Support Vector Machine for Health Risk Assessment

Firji Achmad Fahresi, Muh Faqih S Musgamy, Hanum Zalsabilah Idham, Andi Baso Kaswar, Muh Fajar Bakri, Dyah Darma Andayani, Muliadi

4897-4917
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Hybrid DeepLabV3+ With Embedded U-Net Skip Connections for Precise Brain Tumor Segmentation in MRI

Abdul Karim, Iwan Purnama, Kusmanto, Agus Perdana Windarto

4722-4736
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Performance Evaluation of Fine-Tuned Whisper Models for Low-Resource Lampung Language Speech Recognition

Aulia Indrawati, Amalia Zahra Zahra

5167-5178
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Machine Learning and GIS for Dengue Risk Mapping in Purwokerto

Rosa Ratri Kusuma Hariningsih, Diwahana Mutiara Candrasari, Endang Setyawati

4396-4408
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Operational Diagnostics for Intrusion Detection: SHAP-Guided Failure Casebook and SOC Triage Rationale with XGBoost and RandomForest

Fathoni Mahardika, Ema Utami, Kusrini, Ferry Wahyu Wibowo

4148-4163
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A Hybrid Feature Fusion Framework Combining TF-IDF, N-Gram, and Lexicon Features for Tesla Review Sentiment Classification Using SVM

Anggia Dasa Putri, Rahmat Fauzi, Sarjon Defit

5194-5209
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MobiDerm-Fisher: Transfer Learning-Based MobileNetV3 Model with Cost-Sensitive Learning for Skin Disease Classification in Coastal Fishermen

Deosa Putra Caniago, Mhd Adi Setiawan Aritonang, Muhammad Marshall Al Karim, Viriya Marhan Cunis, Surgiwe, Yopy Mardiansyah

4164-4178
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Classification and Association Pattern Discovery in Public Responses to Muhammad Qasim's Dreams Using CHAID and FP-Growth

Tutik Khotimah, Dandy Wibowo, Darsin, Hana Netti Purasani, Jaya Mualimin

5068-5082
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Class Imbalance In Student Dropout Prediction: A Prisma-Guided Systematic Review With Narrative Synthesis And Bibliometric Mapping

Hendra Effendi, Wendi Usino, Deni Mahdiana

4571-4587
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A Hybrid Linear Regression Model with Mean Reversion and Alligator Indicators for Short-Term Forex Price Trend Prediction

Irvan Lewenusa, Teny Handhayani

5015-5039
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Benchmarking IndoBERT and Optimized Long Short-Term Memory for Sentiment Analysis on the Access by KAI Mobile Application

I Gusti Ayu Agung Mas Aristamy, I Gusti Ayu Putu Widhya Iswari , Ni Putu Suci Meinarni, Ni Wayan Wardani

4438-4462
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FP16 and INT8 Quantization-Based Optimization of YOLOv8 Using TensorFlow Lite for Edge-Based Tempe Quality Recognition

Isa Mahfudi, Mila Kusumawardani, Moechammad Sarosa, Chandrasena Setiadi

4668-4678
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Design and Evaluation of Multilayered Guardrails for Securing Large Language Model and Retrieval Augmented Generation Based Employee Recruitment Chatbots

Angga Pratama, Kalamullah Ramli

4814-4838
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Implementation of IndoBERT and XGBoost Hybrid Architecture for Sentiment Analysis on Government Budget Issues

Shahnaz Tasha Kurnia, Muh Fajrin Bakri, Dewi Fatmarani Surianto, Nur Azizah Eka Budiarti, Syahrul

4679-4698
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Retrieval-Augmented Generation Chatbot Using Gemini AI for Public Internship Information Services

Ihda Nur Maulidia Hanum, Ajib Susanto, Miftakhul Ashfania

4868-4880
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Bibliometric Analysis and Philosophical Reflective Analysis of Positivist and Post-Positivist Paradigms in Developing Lightweight Deep Learning Models for Rehabilitation Assessment

Sirli Fahriah, Catur Edi Widodo, Prayitno

4381-4395
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Comparative Analysis of TF-IDF, Word2Vec, and BERT with Logistic Regression, Random Forest, and XGBoost for Sarcasm Detection in News Headlines

A'zham Albar Rasyid, Pulung Nurtantio Andono, Ruri Suko Basuki

4932-4946
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Agile-Based Development and System Usability Scale Evaluation of a Web-Based Daycare Information System for Parental Engagement

Ni Made Rai Masita Dewi, I Gusti Agung Ayu Sekarini, Ni Made Ayu Juli Astari, I Gede Putra Mas Yusadara

4737-4755
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Adaptive Bare-Metal Data Center Load Distribution Using Dual-Policy Deep Reinforcement Learning with Hysteresis Switching and Safety Shielding

Aay Ramdan, Muhammad Faris Fathoni, Setyorini

4970-4983
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Indonesian Speech Emotion Recognition Using CNN with Hybrid Audio Features

Alun Sujjada, M. Ilham Nurdiansyah Alfajar, Ivana Lucia Kharisma

4191-4206
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Daily Rainfall Prediction and Intensity Classification in Sleman Regency Using Random Forest Regressor

Halim Bagus Al Hakim, Nasy'an Taufiq Al Ghifari

4207-4223
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Cost-Efficient Strategies for Production Indonesian Sentiment Analysis: Open-Source Models, Commercial LLMs, and Hybrid Pipelines

Ridwan Ilyas, Mochammad Arif Bijaksana

5245-5258
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Detecting Implicit Sexual Harassment on Instagram and X: IndoBERT vs. Random Forest Efficiency and Manual Gold Standard

Wili Sandi Febriantana, Philip Faster Eka Adipraja

4303-4321
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Public Sentiment Analysis of Online Gambling Using Naïve Bayes and SVM on TikTok Social Media Data

Raditya Agung, Jasmir Jasmir, Effiyaldi

5097-5114
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Uncovering Public Emotions Toward Indonesian Police via Lexicon-Based Social Media Analysis

Liza Wikarsa, Debby Paseru, Audrey Kussoy

4643-4652
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Comparative Evaluation of LoRA-Based Parameter-Efficient Fine-Tuning for Indonesian Informal Text Normalization: A Study on Qwen3-14B and Mistral-14B

Fatma Cahyani, Febriliyan Samopa

4780-4792
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Potato Quality Classification Using Artificial Neural Networks Based on RGB Color and GLCM Texture Features

Muh. Aidil Amri, Muh. Fajrin Bakri, Mujahidin Anwar, Muhammad Fajar B, Andi Baso Kaswar, Dyah Darma Andayani, Jumadi Mabe Parenreng

4236-4252
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Spatial Business Intelligence Using K-Means Clustering and GeoJSON Mapping for Epidemiological Insights in East Java

Shynta Ayu Dwi Darmawan

5115-5132
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Improving Liver Disease Classification Performance Using Random Forest Algorithm with Grid Search Hyperparameter Optimization

Tiarni Catherine Pesahlita LG, Solikhun, Anjar Wanto

4710-4721
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Systematic Literature Review of Machine Learning and Multi Criteria Decision Analysis for Digital Payment Investment Evaluation

Rahmat Rambe, Lukman Abdurrahman, Hanif Fakhrurroja

4918-4931
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Enhancing Accuracy and Interpretability of Facial Skin Tone Classification Using Hybrid Feature Fusion and LightGBM

Azed Yayah Durrotun Nihayah, Joseflim Marchel, Joseph Teguh Santoso, Wiwid Wahyudi, Noorul Hassan

4290-4302
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Bayesian-Augmented Rule-Based Recommender System Integrated with Customer Relationship Management to Enhance Congregant Retention in Religious Non-Profit Organizations

Mychael Maoeretz Engel, Yuwono Marta Dinata

5179-5193
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Fundus Eye Disease Classification Using Vision Transformer With Fine-Tuning And Attention Map

Asri Mulyani, Arfah Ramadani, Dede Kurniadi

4542-4557
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A Systematic Review and Meta-Analysis of Deep Learning Architectures, Preprocessing Techniques, and Datasets for Oil Palm Disease Classification

Hadiguna Setiawan, Ali Ibrahim, Mariana Purba

4224-4235
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Hybrid Transformer-Graph Topic Modeling for Fine-Grained Analysis of Pluang App Reviews

Zidni Ilmatun Nafiah, Khothibul Umam , Maya Rini Handayani, Masy Ari Ulinuha

5210-5226
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Optimasi K-Means Menggunakan Elbow Method dan Silhouette Coefficient untuk Clustering Perilaku Pengguna Aplikasi Mobile

Hendri Purnomo, Sylvia, Seli Puri Andani, M.Galih Rama Putra

4558-4570
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A Comparative Study of RT-DETR and YOLO v11 for Real-Time Vehicle License Plate Detection

Beny Beny, Herti Yani, Xaverius Sika, Muhammad Ismail, Daniel Sintong Pardamean Simanjuntak, Gangga Ramadhan

5083-5096
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Semantic Segmentation of Corn Images Using DeepLabV3+: ResNet Backbone Comparison and mIoU Analysis

Muhammad Saiful Huda, Meidya Koeshardianto

4409-4419
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Stacking Hybrid Framework Using Random Forest, Gradient Boosting, and Ridge Regression for Bitcoin Price Forecasting

Akhlis Munazilin, Mochamad Agung Wibowo, Rizky Parlika

4368-4380
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Brain Tumor Classification on Hash-Curated MRI Dataset Using ECA-ResNet50 and Grad-CAM

Ni Luh Risma Putri Wirdianthi, Yadhurani Dewi Amritha

4339-4354
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Spatio-Temporal Clustering of Land Fire Hotspots Using HDBSCAN with Haversine Distance and Temporal Proximity for Pattern Analysis in Sulawesi

Muh Fuad Zahran Firman, Andi Ahmad Taufiq, Dyah Darma Andayani, Dewi Fatamarani Surianto, Iwan Suhardi

4840-4852
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Comparative Evolution of SVM Using PSO and GA for Early Childhood Nutrition Classification

Olivia Diwani Saragih, Solikhun, Agus Perdana Windarto

4699-4709
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Efficient Household Waste Material Classification Using Artificial Neural Network with RGB–HSV Color and Shape Features

Mukrim, Muh Alfi Maolani, Ahmad Zulfaiz Heruny, Andi Baso Kaswar, Muhammad Fajar Bakri, Satria Gunawan Zain

4881-4896
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Medical Information Release Application Design Using Design Thinking And Heuristic Evaluation At Private Hospital In Bumi Serpong Damai

Nerissa Adha Andrania, Anastasia Cyntia Dewi Kurniawati, Hosizah, Siswati

4355-4367
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Optimizing Diabetes Complication Prediction Using Adaptive Boosting With Naive Bayes, Synthetic Minority Oversampling Technique, And Information Gain Feature Selection

Farid Fitriyadi, Erna Indriastiningsih, Indriyati

4947-4958
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Clustering Character Similarities of Vocational School Students Base On Wartegg Test Using CNN-DBSCAN

Rony Arifiandy, Wiranto Herry Utomo

4588-4599
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Enhancing PROMETHEE-Based Decision Support Systems Through Evolutionary Weight Optimization

Dodi Siregar, Yuyun Dwi Lestari, Mesran, Roznim

4529-4541
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Comparative Evaluation of Retrieval Augmented Generation Based Large Language Model with Formative Feedback and Traditional Instruction in Learning Fraction

Ida Bagus Indrabudhi Kusuma, Dade Nurjanah

4984-4998
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Integrating Climatic and Phenological Parameters in a Random Forest Model for Rice Harvest Prediction in Jember Regency

Khoirunnisa' Afandi, M. Habibullah Arief, Bayu Taruna Widjaja

4272-4289
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Integrated Sales and Business Management System Development for Culinary SMEs using Design Science Research and Usability Evaluation

I Gusti Agung Ayu Sekarini, Anak Agung Sandatya Widhiyanti, Ni Made Rai Masita Dewi

5052-5067
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An Explainable Machine Learning Decision Support System for Student Tuition Fee Reduction: Integrating Tree-Based Ensemble Models and SHAP-Based Justification

Riyadi Purwanto, Fajar Mahardika, Dwi Novia Prasetyanti, Cahya Vikasari, Rostika Listyaningrum, Raden Bagus Bambang Sumantri

4999-5014
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Experimental Simulation of SYN Flood DDoS Attacks in a Virtual Network Environment Using Metasploit

Petrus Sokibi Sukanto, Bambang Sugiarto, Helmi Roichatul Jannah

4497-4512
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Regime-Sensitive VaR Forecasting for Indonesian Gold with Quantile LSTM: Walk-Forward Backtesting and Stress Diagnostics

Antika Zahrotul Kamalia, Arief Wibowo, Rusdah

4253-4271
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Modification of Message Security Through Combination of Multi-layer Classical Cryptography and LSB Steganography

Dhea Emma Karniasari, Dian Eka Wijayanti

4653-4667
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Comparative Evaluation and Hyperparameter Optimization of Random Forest and Extreme Gradient Boosting for Phishing Web Address Detection Using Lexical and Host-Based Features

Mhd Adi Setiawan Aritonang, Nugroho Syahputra, Noorhamizah Mohamed Nasir, Ardianto Pranata, Toras Pangidoan Batubara, Vadly Syafril, Rudi Purwana, Muhammad Nazwan

4793-4813
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A Stacking-Based Ensemble Learning Framework for Disease Severity Classification Using Electronic Medical Records

Edi Ismanto, Abdul Fadlil, Anton Yudhana

5040-5051
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Fake News Detection on Social Media Based on Indonesian Public Opinion Sentiment Analysis Using Naïve Bayes and Deep Neural Networks

Nuril Lutvi Azizah, Ade Eviyanti, Mochamad Alfan Rosid, Julia Atmaranti

5133-5150
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A Hybrid Conversational Tourism Recommender Integrating Collaborative and Content-Based Filtering: Design and Evaluation on a Sparse Google Maps Review Dataset

Robert Ananda Aritonang, Aditiya Hermawan, Junaedi, Riki, Satria Abadi

4322-4338
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Gender Classification On Indonesian Audio Recordings Using Mfcc Feature Extraction And Nadam-Optimized Bidirectional Long Short-Term Memory

Rezal Suryadi Putra, Agus Komarudin, Edvin Ramadhan

5151-5166
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Handling Data Imbalance in Blog Page Classification Using SMOTE and ADASYN with Tree-Based Ensemble Models

Siti Nuradilla, Budi Susetyo, Cici Suhaeni, Fatchurrachman

4463-4479
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Indonesian Sign Language Letter Recognition Using Mediapipe Hand Landmark Extraction And Random Forest Classification

Barry Ceasar Octariadi, Alda Cendekia Siregar, Sucipto, Azrul Fathany

4959-4969
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Optimizing Classification Algorithms With Smote And Metaheuristic Optimization For Imbalanced Breast Cancer Data

Yusup Maolani, Samidi

4600-4620
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A Systematic Literature Review of Deep Learning-Based Non-Organic Waste Classification: Performance Analysis, Dataset Characteristics, and Research Gap Identification

Erwin Dwika Putra, Marissa Utami

4179-4190
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Classification of Community Aspiration Proposal Documents Using Large Language Model and Naïve Bayes Approach

Muhammad Fariz Arya Brahmantya Putratama, Surya Sumpeno, Reza Fuad Rachmadi

5227-5244
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Data-Driven NARX Series-Parallel Levenberg-Marquardt (L-M) Model for National Zakat Forecasting and BAZNAS Poverty Alleviation Planning (2022-2024)

Zulfatri Aini, Tengku Reza Suka Alaqsa

4621-4642
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Development of a Telegram-Based Automated Penetration Testing System Based on PTES and OWASP WSTG Version 4.2

Ahmad Izza Abdillah, Ira Rosianal Hikmah, Rahmat Purwoko, Arizal

4756-4767
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