Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025

Articles

• Optimizing Data Augmentation Parameters in YOLOv11 for Enhanced Rip Current Detection on Small Datasets from Depok-Parangtritis Coastline

  Madina Hayva Putri, Umar Zaky, Bayu Argadyanto Prabawa

  3938-3957

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• Predicting Hypnotherapy Effectiveness Using Ensemble Learning: A Case Study at The Mind Solution Hypnotherapy Clinic

  Lindu Budi Fitrianto, Eli Zuliarso

  3899-3913

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• Improving Model Capability for Sentiment Trend Analysis in Hotel Visitor Reviews with Bi-LSTM Multistage Approach

  Bayu Yanuargi, Ema Utami, Kusrini, Arli Aditya Parikesit

  3652-3666

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• Data Augmentation Techniques on the Accuracy of Fertile and Infertile Egg Classification Using Convolutional Neural Networks

  Bani Nurhakim, Dodi Solihudin, Dina Amalia, Irly Arelia

  3787-3899

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• Clustering and Modeling of Daily Weather Pattern Distribution in Makassar City Using Hybrid DBSCAN-Gaussian Mixture Model

  Muhammad Risaldi, Ayu Safitri, Andi Akram Nur Risal, Dewi Fatmarani Surianto, Dyah Darma Andayani, Marwan Ramdhany Edy, Firdaus, Jumadi M Parenreng

  5237-5250

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• Predicting Underweight Toddlers in Gorontalo Province Using Supervised Learning Algorithms

  Muhajir Yunus, St Suryah Indah Nurdin, Fitriah

  3857-3870

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• Data-Driven Student Group Formation for Group Investigation: A K-Medoids Clustering Approach in Cooperative Learning

  Salma Alyasyifa, Oktariani Nurul Pratiwi, Irfan Darmawan

  3886-3898

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• Accelerating Classification For Iot Attack Detection Using Decision Tree Model With Gini Impurity Tree-Based Feature Selection Technique

  Muhammad Hafizh Dzaki, Adhitya Nugraha, Ardytha Luthfiarta, Azizu Ahmad Rozaki Riyanto, Yohanes Deny Novandian

  3405-3418

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• Mapping Gestures Based on Text Emotion Classification for a Virtual Chatbot for Early Marriage Consultation in Lombok Using RoBERTa Model

  Adam Zahran Ramadhan, Rifki Wijaya, Shaufiah

  3729-3749

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• Fine-Tuned Transfer Learning with InceptionV3 for Automated Detection of Grapevine Leaf Diseases

  Miftahus Sholihin, Moh. Rosidi Zamroni, Lilik Anifah, Mohd Farhan Md Fudzee, Mohd Norasri Ismail

  3683-3696

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• Comparative Analysis of CNN, SVM, Decision Tree, Random Forest, and KNN for Maize Leaf Disease Detection Using Color and Texture Feature Extraction

  Nurhikma Arifin, Chairi Nur Insani

  3572-3586

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• The Role of Deep Learning in Cancer Detection: A Systematic Review of Architectures, Datasets, and Clinical Applicability

  Muhammad Farhan Abdurrahman, Yan Rianto, Nasir Hamzah, Muhammad Firmansyah, Nurul Adi Prawira, Thomas Fajar Nugraha

  3619-3634

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• Random Forest Machine Learning Analysis of Generative AI’s Impact on Learning Effectiveness in Indonesian Higher Education

  Sulfikar Sallu, Hendriadi

  3635-3651

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• Evaluating the Impact of Model Complexity on the Accuracy of ID3 and Modified ID3: A Case Study of the Max_Depth Parameter

  Asrianda, Herman Mawengkang, Poltak Sihombing, Mahyuddin K. M. Nasution

  3707-3718

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• Evaluating Synthetic Minority Oversampling Technique Strategies for Diabetes Mellitus Classification using K-Nearest Neighbors Algorithm

  Imam Riadi, Anton Yudhana, Gusti Chandra Kurniawan

  3958-3970

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• Comparison of Port Scanning, Vulnerability Scanning, and Penetration Testing Combinations for Network Vulnerability Detection in GNS3 Testbed

  Rusdianto, Raka Yusuf

  3526-3542

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• A Decision Tree Model with Grid Search Optimization for Scholarship Recipient Classification

  Tati Suprapti, Bani Nurhakim, Bintang Warni Ayu Hermina, Vrendi Amro Syahputra Simbolon

  3800-3813

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• Design of a Digital Platform for PAUD Child Development Monitoring Using the Dynamic Systems Development Method and Machine Learning

  Rachmat Destriana, Muhamad Luthfi Aksani, Dyas Yudi Priyanggodo, Revalina Farzani

  3587-3601

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• Modification Of Yolov11 Nano And Small Architecture For Improved Accuracy In Motorcycle Riders Face Recognition Based On Eye

  Randy Ardiansyah, I Gde Putu Wirarama WW, Ario Yudo Husodo

  3667-3682

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• MSMEs Recommendation System using Item-Based Collaborative Filtering and LightGBM Machine Learning

  Mar’atuttahirah, Khaera Tunnisa, Danang Fatkhur Razak Ra, Hafizah Najwa, Januar Fahrisal

  3832-3843

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• Performance Comparison of AdaBoost, LightGBM, and CatBoost for Parkinson's Disease Classification Using ADASYN Balancing

  Muhammad Ridha Anshari, Triando Hamonangan Saragih, Muliadi Muliadi, Dwi Kartini, Fatma Indriani, Hasri Akbar Awal Rozaq, Oktay Yıldız

  3495-3508

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• Integrated Fuzzy Logic Model for Smart Water Quality Monitoring and Floating Net Cage Optimization in Barramundi Aquaculture

  Rozeff Pramana, M Hasbi Sidqi Alajuri

  3814-3831

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• From Logs to Insights in the Pulp & Paper Industry: Generating Structured Alarm Reports Using LLMs and RAG

  Handri Santoso, Oktavianus Hendry Wijaya, Febri Andriani, Sonny Prijantono

  4022-5236

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• A General-Purpose Web-based TOPSIS tool for Accessible Multi-Criteria Decision Making

  Julius Victor Manuel Bata

  3994-4005

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• Development of a Strategy for Independent Village Development Based on IDM Predictions Using Linear Regression: A Study of Bi'ih Village, South Kalimantan

  Mima Artamevia, Muharman Lubis, Iqbal Yulizar Mukti

  4006-4021

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• Mapping Facial Expressions Based on Text for Virtual Counseling Chatbot Using IndoBERT Model

  Rifki Padilah, Rifki Wijaya, Shaufiah

  3750-3768

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• Deep CNN for Wetland Mapping from Satellite Imagery

  As`'ary Ramadhan, Rudy Herteno, Andi Farmadi

  3971-3982

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• Accurate Skin Tone Classification for Foundation Shade Matching using GLCM Features-K-Nearest Neighbor Algorithm

  Muhammad Reza Syahputra, Muhammad Itqan Mazdadi, Irwan Budiman, Andi Farmadi, Setyo Wahyu Saputro, Hasri Akbar Awal Rozaq, Deni Sutaji

  3558-3571

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• Segmentasi Pelanggan Menggunakan K-Means Clustering Berdasarkan Data Kepribadian dan Pola Konsumsi

  Iqbal, Nurul Hidayat, Daiva Paundra Gevano, Andhika Putra Restu Ilahi

  3914-3924

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• Data Augmentation-Driven Predictive Performance Refinement in Multi-Model Convolutional Neural Network for Cocoa Ripeness Prediction

  Apriani, I Nyoman Switrayana, Rifqi Hammad, Pahrul Irfan, Gede Yogi Pratama

  3871-3885

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• REACH: A Reinforcement Learning-Based Protocol for Adaptive Cluster Head Selection in Wireless Sensor Networks

  Novi Trisman Hadi, Supriyanto, I Wayan Rangga Pinastawa, Radinal Setyadinsa

  3697-3706

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• Enhancing Fake News Detection on Imbalanced Data Using Resampling Techniques and Classical Machine Learning Models

  Dodo Zaenal Abidin, Agus Siswanto, Chindra Saputra, Betantiyo , Afrizal Nehemia Toscany

  3769-3786

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• Multi-Class Brain Tumor Segmentation and Classification in MRI Using a U-Net and Machine Learning Model

  Jackri Hendrik, Octara Pribadi, Hendri, Leony Hoki, Feriani Astuti Tarigan, Edi Wijaya, Rabei Raad Ali

  3844-3856

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• A Bluetooth-Based Attendance System for Educational Administration at SMA Muhammadiyah: Cross-Platform Development and Usability Validation

  Muhyddin A.M. Hayat, Muhammad Fachri Rasyidi, Muhammad Faisal, Rizki Yusliana Bakti, Andi Makbul Syamsuri

  3602-3618

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• Designing AI - IoE Precision Farming to Create Sustainable Eco-Friendly Hydroponic Greenhouses

  Murti Wisnu Ragil Sastyawan, Muhammad Ihsan Fawzi, Radita Dwi Putera, Zakiyyan Zain Alkaf, Muhammad Syhamsudin

  3983-3993

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• Design and Implementation of Kernel-Based Quantum Classification Algorithms for Data Analysis in Software Engineering using Quantum Support Vector Machine (QSVM)

  M. Zakki Abdillah, Devi Astri Nawangnugraeni

  3719-3728

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• Implementation of Ant Colony Optimization in Obesity Level Classification Using Random Forest

  Muhammad Difha Wardana, Irwan Budiman, Fatma Indriani, Dodon Turianto Nugrahadi, Setyo Wahyu Saputro, Hasri Akbar Awal Rozaq, Oktay Yıldız

  3543-3557

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• Development of a Church Information Management System Using Scrum at HKBP Sola Gratia Kayu Mas Jakarta

  Master Edison Siregar, Hendra Mayatopani, Rido Dwi Kurniawan, Deasy Olivia

  2929-2939

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• Forecasting Bitcoin Price Prediction with Long Short-Term Memory Networks: Implementation and Applications Using Streamlit

  Muhammad Ihsan Fawzi, Taufik Ganesha, Priandika Ratmadani Anugrah, Maulana Zhahran, Faris Akbar Abimanyu, Haryo Bimantoro

  2940-2961

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• Comparison of Information Technology Governance Maturity Levels Based on COBIT 2019 at PT Kereta Commuter Indonesia in 2023 and 2024

  Purwadi, Handri Santoso

  2962-2974

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• Sentiment Analysis Of Indihome Service Based On Geo Location Using The Bert Model On Platform X

  Robiatul Adawiyah Siregar, Fitriyani, Lazuardy Syahrul Darfiansa

  2975-2990

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• Classification of Worker Productivity and Resource Allocation Optimization with Machine Learning: Garment Industry

  A’isya Nur Aulia Yusuf, Zakiyyan Zain Alkaf, Elsa Sari Hayunah Nurdiniyah, Tri Wisudawati, Muhammad Ihsan Fawzi

  2991-3001

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• Brain Tumor Auto Segmentation On 3D MRI Using Deep Neural Network

  Melda Agarina, Muh Royan Fauzi Maulana, Sutedi, Arman Suryadi Karim

  3002-3017

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• Single-Image Face Recognition For Student Identification Using Facenet512 And Yolov8 In Academic Environtment With Limited Dataset

  Almas Najiib Imam Muttaqin, Ardytha Luthfiarta, Adhitya Nugraha, Pramesya Mutia Salsabila

  3018-3032

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• Improving the Performance of Machine Learning Classifiers in Sentiment Analysis of Jenius Application Using Latent Dirichlet Allocation in Text Preprocessing

  Vincentius Riandaru Prasetyo, Njoto Benarkah, Bayu Aji Hamengku Rahmad

  3033-3050

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• IoT-Enabled Real-Time Monitoring and Tsukamoto Fuzzy Classification of Mandar River Water Quality via Web Integration for Sustainable Resource Management

  Chairi Nur Insani, Nurhikma Arifin

  3079-3092

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• An Integrated Pipeline with Hierarchical Segmentation and CNN for Automated KTP-el Data Extraction on the e-Magang Platform

  Nuansa Syafrie Rahardian, Eddy Maryanto, Devi Astri Nawangnugraeni

  3093-3110

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• Enhancing Chronic Kidney Disease Classification Using Decision Tree And Bootstrap Aggregating: Uci Dataset Study With Improved Accuracy And Auc-Roc

  Zuriati, Dian Meilantika, Atika Arpan, Rizka Permata, Sriyanto, Mohd. Zaki Mas'ud

  3111-3123

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• Enhanced U-Net Cnn For Multi-Class Segmentation And Classification Of Rice Leaf Diseases In Indonesian Rice Fields

  Faturrohman, Odi Nurdiawan, Willy Prihartono, Rully Herdiana

  3124-3135

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• Automated Property Valuation with Multi-Hazard Risk: Jakarta Metropolitan Area Study

  Fachrurrozi, Hanna Arini Parhusip, Suryasatriya Trihandaru

  3136-3152

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• Image-Based Classification of Rice Field Conversion: A Comparison Between MLP and SVM Using Multispectral Features

  Anisya, Sumijan, Anna Syahrani

  3153-3172

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• A BiLSTM-Based Approach For Speech Emotion Recognition In Conversational Indonesian Audio using SMOTE

  Nariswari Nur Shabrina, Fatan Kasyidi, Ridwan Ilyas

  3173-3187

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• Sentiment Analysis and Topic Modeling for Discovering Knowledge in Indonesian Mobile Government Applications

  Ricky Bahari Hamid, Chandra Andriansyah, Dana Indra Sensuse, Sofian Lusa, Damayanti Elisabeth, Nadya Safitri

  3188-3203

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• RNN-Based Intrusion Detection System for Internet of Vehicles with IG, PCA, and RF Feature Selection

  Benni Purnama, Eko Arip Winanto, Sharipuddin, Dodi Sandra, Nurhadi, Lasmedi Afuan

  3204-3216

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• Web-Based Diabetes Risk Prediction System Using K-NN on Kaggle Early Stage Diabetes Dataset

  Fahmi Ruziq, M. Rhifky Wayahdi

  3217-3229

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• PROTEGO: Improving Breast Cancer Diagnosis with Prototype-Contrastive Autoencoder and Conformal Prediction on the WDBC Dataset

  Marselina Endah Hiswati, Mohammad Diqi

  3230-3250

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• Comparison of Transfer Learning Strategies Using MobileNetV2 and ResNet50 for Ecoprint Leaf Classification

  Siti Hajar, Murinto, Anton Yudhana

  3251-3264

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• Air Quality Index Classification: Feature Selection for Improved Accuracy with Multinomial Logistic Regression

  Rizky Caesar Irjayana, Abdul Fadlil, Rusydi Umar

  3265-3279

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• Implementation of Clustering on Packaged Coffee Sales Data for Simulating Goods Entry in Sole Proprietorship Businesses

  Ayu Anjar Paramestuti, Bangun Wijayanto, Mochammad Agri Triansyah

  3280-3392

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• IT Governance through Mathematical Modeling: A Quantitative Assessment of Maturity Using Factor Analysis and Structural Equation Modeling

  Richardus Eko Indrajit, Erick Dazki, Rido Dwi Kurniawan, Januponsa Dio F

  3393-3406

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• Stacked Random Forest-LightGBM for Web Attack Classification

  Fadli Dony Pradana, Farikhin, Budi Warsito

  3307-3322

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• Comparison of IndoNanoT5 and IndoGPT for Advancing Indonesian Text Formalization in Low-Resource Settings

  Fahri Firdausillah, Ardytha Luthfiarta, Adhitya Nugraha, Ika Novita Dewi, Lutfi Azis Hafiizhudin, Najma Amira Mumtaz, Ulima Muna Syarifah

  3323-3335

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• Digital Landscape and Behavior in Indonesia 2024: A National Survey Analysis of Internet Penetration, Cybersecurity Risks, and User Segmentation Using K-Means Clustering and Logistic Regression

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

  3336-3351

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• Hybrid Model for Speech Emotion Recognition using Mel-Frequency Cepstral Coefficients and Machine Learning Algorithms

  Odi Nurdiawan, Dian Ade Kurnia, Dadang Sudrajat, Irfan Pratama

  3352-3367

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• Automated Video Recognition of Traditional Indonesian Dance Using Hyperparameter-Tuned Convolutional Neural Network

  Santi Purwaningrum, Agus Susanto, Hera Susanti, Mohammed Ayad Alkhafaji

  3368-3378

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• Predicting Smartphone Addiction Levels with K-Nearest Neighbors Using User Behavior Patterns

  M. Rhifky Wayahdi, Fahmi Ruziq

  3379-3391

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• Comparative Evaluation of Decision Tree and Random Forest for Lung Cancer Prediction Based on Computational Efficiency and Predictive Accuracy

  Muhammad Yashlan Iskandar, Handoyo Widi Nugroho

  3392-3404

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• Implementation of Extra Trees Classifier and Chi-Square Feature Selection for Early Detection of Liver Disease

  Muhammad Akmal Al Ghifari, Irwan Budiman, Triando Hamonangan Saragih, Muhammad Itqan Mazdadi, Rudy Herteno, Hasri Akbar Awal Rozaq

  3925-3937

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• Comparing BERTBase, DistilBERT and RoBERTa in Sentiment Analysis for Disaster Response

  Hafiz Budi Firmansyah, Aidil Afriansyah, Valerio Lorini

  3419-3429

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• Hyperparameter Optimization Of IndoBERT Using Grid Search, Random Search, And Bayesian Optimization In Sentiment Analysis Of E-Government Application Reviews

  Angga Iskoko, Imam Tahyudin, Purwadi

  3430-3444

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• Brain Tumor Segmentation From MRI Images Using MLU-Net with Residual Connections

  Eric Timothy Rompisa, Gede Putra Kusuma

  3445-3455

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• Prediction of Life Expectancy of Lung Cancer Patients After Thoracic Surgery Using Decision Tree Algorithm and Adaptive Synthetic Sampling

  Muhammad Erdi, Muhammad Itqan Mazdadi, Radityo Adi Nugroho, Andi Farmadi, Triando Hamonangan Saragih, Hasri Akbar Awal Rozaq

  3456-3467

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• Analysis of Technology Adoption Factors in Learning among Vocational Students using UTAUT2 Model

  Bambang Harimanto, Berlilana, Azhari Shouni Barkah

  3468-3480

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• Comparative Analysis of LSTM and GRU for River Water Level Prediction

  Fakhri Al Faris, Ahmad Taqwa, Ade Silvia Handayani, Nyayu Latifah Husni, Wahyu Caesarendra, Asriyadi, Leni Novianti, M. Arief Rahman

  3481-3494

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• Bayesian Optimized Pretrained CNNs for Mango Leaf Disease Classification: A Comparative Study

  Sri Rahayu, Sayyid Faruk Romdoni

  3051-3078

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• Enhancing Customer Purchase Behavior Prediction Using PSO-Tuned Ensemble Machine Learning Models

  Princess Iqlima Kafilla, Fandy Setyo Utomo, Giat Karyono

  3509-3525

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