Vol. 6 No. 4 (2025): JUTIF Volume 6, Number 4, Agustus 2025

Published: 2025-08-18

Articles

Visual Interpretation of Machine Learning Models (Random Forest) for Lung Cancer Risk Classification Using Explainable Artificial Intelligence (SHAP & LIME)

Irwan Fathur Rosyid, Himawan Pramaditya

2187-2206
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Evaluation IT Goverment Capabilities of the Facematch RIM Polri Recruitment System Using the COBIT 5 Framework

Made Wikrama Dana Iswara, Sita Anggraeni

1699-1716
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Stacking Ensemble RNN-LSTM Models for Forecasting the IDR/USD Exchange Rate with Nonlinear Volatility

Windy Ayu Pratiwi, I Made Sumertajaya , Khairil Anwar Notodiputro

2331-2347
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Comparison of Time Series Algorithms Using SARIMA and Prophet in Predicting Short-Term Bitcoin Prices

Muhammad Zidan Brilliant, Triyanna Widiyaningtyas, Wahyu Caesarendra

1971-1984
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A User-Driven E-Audit System for Improving Transparency and Efficiency in Regional Government Supervision

Nur Aminudin, Nurul Hidayat, Dwi Feriyanto, Hafsah Mukaromah, Dita Septasari, Ikna Awaliyani

2348-2366
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Performance Evaluation of Backend Frameworks for REST API: A Comparative Study of Spring Boot, Flask, Express.js, Laravel FrankenPHP, and Gin

Aufa Syaihan Azzahidi, Bangun Wijayanto, Agus Darmawan

2405-2419
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Implementation of K-Means on Packaged Coffee Sales Data for Simulating Goods Entry in Sole Proprietorship Businesses

Agri Triansyah, Bangun Wijayanto, Ayu Anjar Paramestuti

2392-2404
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A Random Forest and SMOTE-Based Machine Learning Model for Predicting Recurrence in Papillary Thyroid Carcinoma

Edi Jaya Kusuma, Ririn Nurmandhani, Ika Pantiawati, Yusthin Meriantti Manglapy, Evina Widianawati

2019-2034
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Comparative Study of BiLSTM and GRU for Sentiment Analysis on Indonesian E-Commerce Product Reviews Using Deep Sequential Modeling

Khairunnisa Nasution, Khairun Saddami, Roslidar Roslidar, Akhyar Akhyar, Fathurrahman Fathurrahman, Niza Aulia

1881-1896
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Development of a Distributed Gradient Boosting Forest Algorithm with Residual Connections in Data Classification

Rayhan Dhafir Respati, Sopian Soim, Mohammad Fadhli

1811-1830
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Analyzing ChatGPT’s Impact on Graduates’ Communication, Collaboration, and Logical Thinking Skills Using an Extended Technology Acceptance Model

Raja Alan Hasri, Eka Miranda

2207-2222
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Comparison of LightGBM With XGBoost Algorithms in Determining Arrhythmia Classification in Students

Delima Sitanggang, Eddrick Wilbert Solo, Ferdy Immanuel Sinaga, Stefanus Jorgi L.Tobing, Feliks Daniel Hutasoit, Agung Prabowo

2281-2296
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A Hybrid LSTM–Smith Waterman Model for Personalized Semantic Search in Academic Information Systems

Ade Yuliana, Novita Lestari Anggreini, Rachmat Iskandar, G. Rafi Prasanth

2139-2152
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Classification Of Sea Wave Heights On The North Coast Of Central Java Using Random Forest

Aji Supriyanto, Dwi Agus Diartonor, Budi Hartono, Arief Jananto, Afandi

2263-2280
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Multi-architectural Transfer Learning CNN for Klowong Batik Fabric Defect Classification

Dhika Wahyu Pratama, Andi Sudiarso, Denny Sukma Eka Atmaja, Muhammad Kusumawan Herliansyah

2123-2138
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From Monoliths to Microservices: Designing a Scalable Super App Architecture for Academic Services at Universitas Jenderal Soedirman

Bangun Wijayanto, Dadang Iskandar, Swahesti Puspita Rahayu

2380-2391
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Ambidextrous AI Governance Model for Advancing State-Owned Bank in Indonesia Digital Transformation Through COBIT 2019 Traditional and DevOps

Rama Putra Ramdani, Rahmat Mulyana, Taufik Nur Adi

1745-1768
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Real-Time Traffic Density and Anomaly Monitoring Using YOLOv8, OpenCV and Pattern Recognition for Smart City Applications in Demak

Pratomo Setiaji, Wiwit Agus Triyanto, Maulin Nurhaliza

1769-1782
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A Hybrid SOAR-BSC-AHP Framework for Strategy Selection in Digital Cultural Tourism

Rahadian Kurniawan, Sri Kusumadewi, Ari Sujarwo

2053-2066
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A Study Concentration Selection With a C4.5 Algorithm, KNN, and Naive Beyes

Muhammad Busyro, Tri Astuti, Deuis Nur Astrida

1683-1698
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DEGREE: Development and Validation of a User Experience Model for Digital Educational Games Using Cronbach’s Alpha and Fuzzy Logic

Mei Parwanto Kurniawan, M. Suyanto, Ema Utami, Kusrini

1831-1846
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Improving Extreme Gradient Boosting Model for Heart Disease Prediction Using SMOTE for Class Imbalance

Dini Rohmayani, Castaka Agus Sugianto, Rangga Satria Perdana, Mohammed Mansoor Nafea

1717-1728
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Enhancing BERTopic with Neural Network Clustering for Thematic Analysis of U.S. Presidential Speeches

Sajarwo Anggai, Rafi Mahmud Zain, Tukiyat, Arya Adhyaksa Waskita

1957-1970
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Development of WebGIS for Street Light Mapping Using Geospatial Tools

Anisya, Fajrin, Indra warman, Minarni, Anna Syahrani, Fajar Nugroho

1941-1956
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Automated Classification of Mungkus Fish Freshness Based on Eye and Gill Images Using the Naive Bayes Algorithm

Yulia Darnita, Rozali Toyib, Anisya Sonita, Andika Putra

2107-2122
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Security and Performance Evaluation of PPTP-Based VPN with AES Encryption in Enterprise Network Environments

Ahmad Heryanto, Deris Setiawan, Berby Febriana Audrey, Adi Hermansyah, Nurul Afifah, Iman Saladin B. Azhar, Mohd Yazid Bin Idris, Rahmat Budiarto

2171-2186
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Evaluating Software Quality in a Point of Sales System in a Fast-Food Restaurant Using the McCall Model

Wahyu Fidi Ramadhina Assidiq, Fidi Wincoko Putro, Arni Muarifah Amri

2317-2330
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Palm Oil Seed Origin Classification Based on Thermal Images and Agricultural Data Using Convolutional Neural Network

Si Gede Ngurah Chandra Adi Natha, Tjokorda Agung Budi Wirayuda, Rifki Wijaya

2035-2052
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Mosquito Species Classification Using Wingbeat Acoustic Signals Based on Bidirectional Long Short-Term Memory

Bella Melati Wiranur Dwifani, Fatan Kasyidi, Ridwan Ilyas

2067-2078
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Development of an AI Governance Model for Higher Education Using the Capability Maturity Model Integration (CMMI)

Irfan Walhidayah, Kridanto Surendro

2001-2018
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Comparison of ANOVA and Chi-Square Feature Selection Methods to Improve Machine Learning Performance in Anemia Classification

Tiko Nur Annisa, Jasmir Jasmir , Nurhadi Nurhadi

1925-1940
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Garbage Image Classification Using Deep Learning: A Performance Comparison of InceptionResNetV2 vs ResNet50

Rismiyati, Axelliano Rafael Situmeang, Khadijah, Sukmawati Nur Endah

2367-2379
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Herbal Plant Classification Using EfficientNetV2B0 Model and CRISP-DM Approach

Anisya Sonita, Kurnia Anggriani, Arie Vatresia, Tiara Eka Putri, Yulia Darnita , Syakira Az Zahra, Vilda Aprilia, Dzakwan Ammar Aziz

2253-2262
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Interpretable Machine Learning for Employee Recruitment Prediction Using Boruta, CatBoost, Lasso, Logistic Regression, NLP, and RFE Feature Selection

Aswan Supriyadi Sunge, Suzanna, Hamzah Muhammad Mardi Putra

2153-2170
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Utility-Based Buffer Management for Enhancing DTN Emergency Alert Dissemination in Jakarta's Urban Rail Systems

Agussalim, Nguyen Viet Ha, Handie Pramana Putra, Ma’ratul Adila, I Gede Susrama Mas Diyasa, Basuki Rahmat

2239-2252
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Prediction of Turbidity Removal Time in Electrocoagulation Wastewater Using Random Forest, XGBoost, and Others: A Data-Driven Information System Approach

Sinung Suakanto, Tan Lian See, Zatul Alwani Shaffiei, Taufiq Maulana Firdaus, Muharman Lubis, Anggera Bayuwindra

2223-2238
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Sentiment Analysis of Fizzo Novel Application Using Support Vector Machine and Naïve Bayes Algorithm with SEMMA Framework

Satrio Pambudi, Pratomo Setiaji, Wiwit Agus Triyanto

1861-1880
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A Comprehensive Benchmarking Pipeline for Transformer-Based Sentiment Analysis using Cross-Validated Metrics

Dodo Zaenal Abidin, Lasmedi Afuan, Afrizal Nehemia Toscany, Nurhadi

1797-1810
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Spice Type Recognition Based on Shape and Color Features Using K-Nearest Neighbor and Fuzzy Methods

Sonia Syofyan, Liza Fitria, Munawir

2297-2316
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Rainfall Forecasting Using SSA-Based Hybrid Models with LSSVR and LSTM for Disaster Mitigation

Zauyik Nana Ruslana, Eri Zuliarso

2079-2106
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Improving Diabetes Prediction Performance Using Random Forest Classifier with Hyperparameter Tuning

Novita Lestari Anggreini, Ade Yuliana, Dadan Saepul Ramdan, Wissam Al-Dayyeni

1847-1860
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Multimodal Biometric Recognition Based on Fusion of Electrocardiogram and Fingerprint Using CNN, LSTM, CNN-LSTM, and DNN Models

Winda Agustina, Dodon Turianto Nugrahadi, Mohammad Reza Faisal, Triando Hamonangan Saragih, Andi Farmadi, Irwan Budiman, Jumadi Mabe Parenreng, Muhammad Alkaff

1911-1924
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Enhancing Malware Detection in IoT Networks using Ensemble Learning on IoT-23 Dataset

Kurnia Anggriani, Syakira Az Zahra, Agus Susanto

1985-2000
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Enhancing Accessibility in Local Government Data Portals via Retrieval- Augmented Generation: A Case Study on Satu Data Indonesia in Banyumas Regency

Agus Nur Hadie, Imam Tahyudin, Taqwa Hariguna

2420-2433
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Performance Comparison of Learned Features from Autoencoder and Shape-Based Hu Moments for Batik Classification

Muhammad Faqih Dzulqarnain, Abdul Fadlil, Imam Riadi

1729-1744
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Quantitative Analysis of the Key Factors Driving Cybersecurity Awareness Among Information Systems Users

Muhammad Agreindra Helmiawan, Esa Firmansyah, Dody Herdiana, Yopi Hidayatul Akbar, A’ang Subiyakto, Titik Khawa Abdul Rahman

1897-1910
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Comparative Analysis of ArUco Marker Detection Techniques Using Adaptive Thresholding, CLAHE, and Kalman Filter for Smart Cane Applications

Koko Edy Yulianto, Rujianto Eko Saputro, Fandy Setyo Utomo

1783-1796
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