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Home > Vol 6, No 3

Vol 6, No 3: September 2025

Table of Contents

Articles

Assimilate Grid Search and ANOVA Algorithms into KNN to Enhance Network Intrusion Detection Systems Mohammad A. Alsharaiah, Mohammed Amin Almaiah, Rami Shehab, Tayseer Alkhdour, Rommel AlAli, Fares Alsmadi Abstract: 90 Viewers 10.47738/jads.v6i3.604

PDF 1469-1481

Sentiment and Emotion Classification Model Using Hybrid Textual and Numerical Features: A Case Study of Mental Health Counseling Indri Ramayanti, Latius Hermawan, Rizma Adlia Syakurah, Deris Stiawan, Meilinda Meilinda, Edi Surya Negara, Muhammad Fahmi, Ahmad Ghiffari, Muhammad Qurhanul Rizqie Abstract: 78 Viewers 10.47738/jads.v6i3.632

PDF 1482-1494

Integrating Convolutional Neural Networks into Mobile Health: A Study on Lung Disease Detection Muhammad Said Hasibuan, R Rizal Isnanto, Deshinta Arrova Dewi, Joko Triloka, RZ Abdul Aziz, Tri Basuki Kurniawan, Ary Maizary, Anggawidia Wibaselppa Abstract: 52 Viewers 10.47738/jads.v6i3.660

PDF 1495-1503

Exploring Machine Learning to Support Software Managers' Insights on Software Developer Productivity Suwarno Suwarno, Yefta Christian, Keaton Yoputra, Yuki Estrada Abstract: 112 Viewers 10.47738/jads.v6i3.661

PDF 1504-1524

The Influence of Logistics Technology Innovation on the Efficiency of Operations in Small and Medium-Sized Businesses in Thailand Sureerut Inmor, Kritiya Rangsom, Eva Šírová, Sukontip Wongpun Abstract: 41 Viewers 10.47738/jads.v6i3.684

PDF 1525-1541

Dispute on Security Framework Model of MFCC Mixed Methods in Speech Recognition System  Heni Ispur Pratiwi, Iman Herwidiana Kartowisastro, Benfano Soewito, Widodo Budiharto Abstract: 19 Viewers 10.47738/jads.v6i3.689

PDF 1542-1550

Implementation of Naïve Bayes Gaussian Algorithm for Real-Time Classification of Broiler Cage Conditions Rosmasari Rosmasari, Anton Prafanto, Muhammad Bambang Firdaus Abstract: 28 Viewers 10.47738/jads.v6i3.694

PDF 1551-1562

Robust Digital Image Watermarking Scheme in the DCT Domain Employing Möbius Transformation Atheer Hadi Alrammahi, Hedieh Sajedi, Mustafa Radif Abstract: 26 Viewers 10.47738/jads.v6i3.705

PDF 1563-1583

Modelling and Investigation of Solar Photovoltaic-Based Converter Configurations with Data Science Approach Prakash S., Lakshmi S., Priya S., Malathy Batumalay Abstract: 28 Viewers 10.47738/jads.v6i3.715

PDF 1584-1598

Intelligent Solar Panel Monitoring Using Machine Learning and Cloud-Based Predictive Analytics J. Dhilipan, N. Vijayalakshmi, D.B. Shanmugam, Siti Sarah Maidin, Wong Ling Shing Abstract: 49 Viewers 10.47738/jads.v6i3.720

PDF 1599-1610

HOG feature extraction in optimizing FK-NN and CNN for image identification of rice plant diseases Adie Wahyudi Oktavia Gama, Putu Vina Junia Antarista Gunawan, Kadek Darmaastawan Abstract: 35 Viewers 10.47738/jads.v6i3.722

PDF 1611-1626

Development of a Self-Identity Construction Model for Private Vocational College Students Using Data Science Techniques Mei Chen, Thosporn Sangsawang Abstract: 46 Viewers 10.47738/jads.v6i3.731

PDF 1627-1638

Understanding Culinary Tourism Preferences: A Study of Local Food Preferences in Indonesia Hetty Karunia Tunjungsari, Salsabilla Ayundha Martsha Buana, Wong Chee Hoo, Christian Wiradendi Wolor Abstract: 44 Viewers 10.47738/jads.v6i3.664

PDF 1639-1655

Applying Structural Equation Modelling to Examine the Impact of Environmental Management Accounting on Financial Nga Thi Hang Nguyen Abstract: 26 Viewers 10.47738/jads.v6i3.728

PDF 1656-1665

Cross-Biome Biodiversity Assessment and Anomaly Detection Using AI-Enhanced Acoustic Monitoring Mustafa Radif, Shumoos Aziz Fadhil, Atheer Hadi Alrammahi Abstract: 43 Viewers 10.47738/jads.v6i3.741

PDF 1666-1680

A Study to Detect Multi-word Expression from Text Using Deep Learning Models Wong Jun Meng, Tan Yu Jie, Lim Tong Ming Abstract: 25 Viewers 10.47738/jads.v6i3.716

PDF 1681-1694

Evaluating the Effectiveness of Augmented Reality in Mixed Reality Exhibition Spaces: A Multidisciplinary Perspective Yunus Widjaja, Junaidi Junaidi, Etin Solihatin Abstract: 33 Viewers 10.47738/jads.v6i3.690

PDF 1695-1707

Analyzing the Impact of Social Media Advertising on Consumer Interactions, Trust, and Purchase Intentions in the Cosmetics and Personal Care Sector Loo Shu Yee, Wong Chee Hoo, Christian Wiradendi Wolor, Syarifah Mastura Syed Abu Bakar, Ahmad Nurkhin Abstract: 98 Viewers 10.47738/jads.v6i3.669

PDF 1708-1722

A New Data Preprocessing Framework to Enhance the Accuracy of Herbal Plants Classification Using Deep Learning Attapol Kunlerd, Atipat Ritthiron, Boonlueo Nabumroong, Sakchan Luangmaneerote, Anyawee Chaiwachirakhampon, Jakkrit Kaewyotha Abstract: 83 Viewers 10.47738/jads.v6i3.733

PDF 1723-1740

Modeling Female Contraceptive Recommendation Using Hybrid Analytical Hierarchy Process and Profile Matching Ati Zaidiah, Ria Astriratma, Ika Nurlaili Isnainiyah Abstract: 200 Viewers 10.47738/jads.v6i1.613

PDF 1741-1755

Detecting Gender-Based Violence Discourse Using Deep Learning: A CNN-LSTM Hybrid Model Approach Tri Basuki Kurniawan, Deshinta Arrova Dewi, Henderi Henderi, M. Said Hasibuan, Mohd Zaki Zakaria, Abdul Azim Bin Ismail Abstract: 30 Viewers 10.47738/jads.v6i3.761

PDF 1756-1768

An Approach for Emotion Detection in Natural Arabic Audio Files Based on Acoustic and Lexical Features Ashraf Kaloub, Eltyeb Abed Elgabar Abstract: 32 Viewers 10.47738/jads.v6i3.617

PDF 1769-1790

A Study of Unified Framework for Extremism Classification, Ideology Detection, Propaganda Analysis, and Flagged Data Detection Using Transformers R S Lakshmi Balajia, C S Thiruvenkataswamy, Malathy Batumalay, N. Duraimutharasan, Amar Dev Thirukulam Devadas, Thaweesak Yingthawornsuk Abstract: 32 Viewers 10.47738/jads.v6i3.702

PDF 1791-1810

Exploring the Determinants of User Acceptance for the Digital Diary Application in Type 1 Diabetes Management: A Structural Equation Modeling Approach Evi Triandini, Putu Adi Guna Permana, Shofwan Hanief, Djoko Kuswanto, Yuri Pamungkas, Rayi Kurnia Perwitasari, Yuni Hisbiyah, Nur Rochmah, Muhammad Faizi Abstract: 27 Viewers 10.47738/jads.v6i3.767

PDF 1811-1829

Impact of Sample Size on the Robustness of Machine Learning Algorithms for Detecting Loan Defaults Using Imbalanced Data Boitumelo Tryphina Kobone, Tlhalitshi Volition Montshiwa Abstract: 21 Viewers 10.47738/jads.v6i3.713

PDF 1830-1849

Integrating Moving Average Indicators with Long Short-Term Memory Model in Bitcoin Price Forecasting Phung Duy Quang, Nguyen Hoang Duy, Pham Quang Khoai, Bui Duc Duong Abstract: 33 Viewers 10.47738/jads.v6i3.766

PDF 1850-1864

The Use of Artificial Intelligence in Accounting Classes: Behavioral Insights from Students Fachrurrozie Fachrurrozie, Ahmad Nurkhin, Jarot Tri Bowo Santoso, Asrori Asrori, Harsono Harsono Abstract: 39 Viewers 10.47738/jads.v6i3.781

PDF 1865-1875

Improving MCDM University Rankings through Statistical Validation Using Spearman’s Correlation and THE Benchmark Septi Andryana, Teddy Mantoro, Aris Gunaryati, Alfarizky Esah Raffliansyah Abstract: 43 Viewers 10.47738/jads.v6i3.796

PDF 1876-1888

Applied Data Science for Exploring Critical Factors Affecting Systemic Risk of Commercial Banks in Vietnam Lu Phi Nga, Phan Thanh Tam Abstract: 35 Viewers 10.47738/jads.v6i3.801

PDF 1889-1903

Designing a Culturally Adaptive Information Framework for Anxiety Disorders: A Mixed-Methods Thematic Analysis in Malaysia Achmad Udin Zailani, Wan Nooraishya Wan Ahmad, Nooralisa Muh Tuah, Nicholas Pang Tze Ping Pang Tze Ping Abstract: 59 Viewers 10.47738/jads.v6i3.771

PDF 1904-1920

The Impact of Supplier-Customer Collaboration on Sustainability-Oriented Capability: The Mediating Role of Communication Effectiveness and Technology Adoption in Micro-Enterprises Seree Gronphet, Suraporn Onputtha Abstract: 19 Viewers 10.47738/jads.v6i3.725

PDF 1921-1939

A Hybrid CNN-Transformer Model with Quantum-Inspired Fourier Transform for Accurate Skin Disease Classification Aasha Nandhini S, R. Karthick Manoj, M. Batumalay Abstract: 23 Viewers 10.47738/jads.v6i3.782

PDF 1940-1952

Modeling Neuroelectrical-Microbiome Crosstalk: AI-Driven Insights into Gut-Brain Bioelectrical Signaling Shumoos Aziz Fadhil, Mustafa Radif, Atheer Hadi Alrammahi Abstract: 33 Viewers 10.47738/jads.v6i3.770

PDF 1953-1967

Development of A Deep Learning Model for Mental Health Classification and Early Screening through Draw a Person (DAP) Test Images Nurasiah Nurasiah, Achmad Benny Mutiara, Tristyanti Yusnitasari, Anugriaty Indah Asmarany Abstract: 26 Viewers 10.47738/jads.v6i3.700

PDF 1968-1984

A Dual-Fusion Hybrid Model with Attention for Stunting Prediction among Children under Five Years Wiwien Hadikurniawati, Kristoko Dwi Hartomo, Irwan Sembiring, Christian Arthur Abstract: 41 Viewers 10.47738/jads.v6i3.831

PDF 1985-1998

Formalization of Morphological Rules for Kazakh Nouns in the New Latin Alphabet Lena Zhetkenbay, Altynbek Sharipbay, Bibigul Razakhova, Gulmira Bekmanova, Alibek Barlybayev, Aizhan Nazyrova, Banu Yergesh Abstract: 20 Viewers 10.47738/jads.v6i3.820

PDF 1999-2019

Factor Analysis on Teaching Quality Management for Art Design Students Using Data Driven Approach Chen Junru, Thosporn Sangsawang, Metee Pigultong, Wasan Watkraw Abstract: 18 Viewers 10.47738/jads.v6i3.746

PDF 2020-2030

Applied Data Science for Analyzing the Mediating Role of Digital Transformation Influencing Banking Business Efficiency in Vietnam Nguyen Quoc Huy, Phan Thanh Tam Abstract: 40 Viewers 10.47738/jads.v6i3.807

PDF 2031-2045

Incorporate Transformer-Based Models for Anomaly Detection Deshinta Arrova Dewi, Harprith Kaur Rajinder Singh, Jeyarani Periasamy, Tri Basuki Kurniawan, Henderi Henderi, M. Said Hasibuan, Yogeswaran Nathan Abstract: 28 Viewers 10.47738/jads.v6i3.762

PDF 2046-2055

An IoT-Enabled Smart System Utilizing Linear Regression for Sheep Growth and Health Monitoring Syahril Efendi, Poltak Sihombing, Herman Mawengkang, Arjon Turnip, Gerhard Wilhelm Weber Abstract: 25 Viewers 10.47738/jads.v6i3.901

PDF 2056-2071

Data-Driven Optimization of UPQC Performance for Solar PV Systems in Weak Grids Using Simulation and Predictive Modeling R. Rajasree, D. Lakshmi, M. Batumalay Abstract: 14 Viewers 10.47738/jads.v6i3.742

PDF 2072-2084

An Effective Hybrid Approach for Predicting and Optimizing Business Complexity Metrics and Data Insights Rahmad B.Y Syah, Marischa Elveny, Rana Fathinah Ananda, Mahyuddin K.M Nasution, Hartono Hartono Abstract: 32 Viewers 10.47738/jads.v6i3.830

PDF 2085-2098

Ball and Plate System Controller Using State Observer and Geometric Approach Khalid Lefrouni, Saoudi Taibi Abstract: 18 Viewers 10.47738/jads.v6i3.783

PDF 2099-2110

Navigating Heart Stroke Terrain: A Cutting-Edge Feed-Forward Neural Network Expedition S Phani Praveen, Jeevana Sujitha Mantena, Uddagiri Sirisha, Deshinta Arrova Dewi, Tri Basuki Kurniawan, Choo Wou Onn, Yorman Yorman Abstract: 15 Viewers 10.47738/jads.v6i3.763

PDF 2111-2126

Firefly Algorithm-Optimized Deep Learning Model for Cyber Intrusion Detection in Wireless Sensor Networks Using SMOTE-Tomek Noor Abdulkaadhim Hamad, Oras Nasif Jasem Abstract: 19 Viewers 10.47738/jads.v6i3.717

PDF 2127-2143

Human Shoulder Posture Anthropometry System for Detecting Scoliosis Using Mediapipe Library Hustinawaty Hustinawaty, Tavipia Rumambi, Matrissya Hermita Abstract: 37 Viewers 10.47738/jads.v6i3.870

PDF 2144-2162

Impact of FACTS Devices on Reactive Power Optimization in Hybrid Renewable-Grid Networks R. Rajasree, D. Lakshmi, M. Batumalay Abstract: 19 Viewers 10.47738/jads.v6i3.743

PDF 2163-2176

Multi-Label Classification of Indonesian Voice Phishing Conversations: A Comparative Study of XLM-RoBERTa and ELECTRA Ahmad Hidayat, Sarifuddin Madenda, Hustinawaty Hustinawaty Abstract: 34 Viewers 10.47738/jads.v6i3.858

PDF 2177-2191

Enhancing Aspect-Based Sentiment Analysis in Tourism Reviews Through Hybrid Data Augmentation Ni Made Satvika Iswari, Nunik Afriliana Abstract: 33 Viewers 10.47738/jads.v6i3.842

PDF 2192-2206

Enhancing SMOTE Using Euclidean Weighting for Imbalanced Classification Dataset Nur Ghaniaviyanto Ramadhan, Warih Maharani, Alfian Akbar Gozali, Adiwijaya Adiwijaya Abstract: 28 Viewers 10.47738/jads.v6i3.798

PDF 2207-2220

Mathematical Modeling of Water Quality Dynamics in Aquaculture: A Foundation for IoT Integration and Machine Learning-Driven Predictive Analytics Muhammad Irfan Sarif, Syahril Efendi, Poltak Sihombing, Herman Mawengkang Abstract: 24 Viewers 10.47738/jads.v6i3.819

PDF 2221-2234

Fine-Grained Sentiment Analysis Approach on Customer Reviews Based on Aspect-Level Emotion Detection Adi Suryaputra Paramita, Jusak Jusak Abstract: 10 Viewers 10.47738/jads.v6i3.964

PDF 2235-2247

Lora Communication System for Early Detection and Monitoring of Water Toxicity in Floating Net Cages Rahmafadilla Rahmafadilla, Indrarini Dyah Irawati, Mochammad Fahru Rizal, Siti Sarah Maidin Abstract: 10 Viewers 10.47738/jads.v6i3.787

PDF 2248-2266

Optimizing Function-Level Source Code Classification Using Meta-Trained CodeBERT in Low-Resource Settings Abednego Dwi Septiadi, Muhamad Awiet Wiedanto Prasetyo, Geusan Edurais Aria Daffa Abstract: 7 Viewers 10.47738/jads.v6i3.902

PDF 2267-2280

Designing a Data-Driven, Innovative Practical Model for Minority Dance Courses in Higher Education Institutions Dan Zhou, Thosporn Sangsawang, Kitipoom Vipahasna, Noppadol Prammanee, Wasan Watkraw Abstract: 18 Viewers 10.47738/jads.v6i3.768

PDF 2281-2297