JoWUA

Volume 16

Forecasting of Electrical Energy Consumption Using Hybrid Models of GRU, CNN, LSTM, And ML Regressors

Authors: Yahya Hafedh Abdulameer and Abdullahi Abdu Ibrahim

DOI: 10.58346/JOWUA.2025.I1.033

Pages: 560-575

Keywords: GRU, CNN, LSTM, LightGBM, XGBoost.

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Deep SVM-Driven Predictive Analytics for Improved Decision-Making in E-Learning

Authors: K. Shwetha, and Dr.S. Shahar Banu

DOI: 10.58346/JOWUA.2025.I2.034

Pages: 564-578

Keywords: eLearning, DEEP SVM, Residual DBN, Predictive Analytics, Student Behavior.

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Distributed Resources Management in Ubiquitous Smart Cities

Authors: Rutuja Chirwatkar, Beemkumar Nagappan, Lakshman Singh, Anoop Dev, Rakhi Chakraborty, and Dr. Sarita Mohapatra

DOI: 10.58346/JOWUA.2025.I4.032

Pages: 568-578

Keywords: Edge-Cloud Synergy, Decentralized Coordination, Cyber-Physical Systems, Context-Aware Optimization, Multi-Agent Systems, Sustainable Urban Infrastructure.

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Advanced Neural Decision Tree Paradigm for Proactive Detection and Precision Prediction of Polycystic Ovary Syndrome

Authors: K.J. Sahana Devi and Dr. Vamsidhar Yendapalli

DOI: 10.58346/JOWUA.2025.I1.034

Pages: 576-598

Keywords: Polycystic Ovary Syndrome, Tukey’s Fences based Min-Max Normalization, Neural Decision Tree, Chi-square Test, and F-test.

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Hierarchical Edge-Cloud Collaborative AI Algorithm for Energy-Efficient lot Management in Ubiquitous Computing Environments

Authors: Mohammad Rustom Al Nasar, Dr. Taher M. Ghazal, Musab A. M. Al-Tarawni, Amjed Abbas Ahmed, Dr. Ahmad A. Abu-Shareha, and Syed Muqtar Ahmed

DOI: 10.58346/JOWUA.2025.I3.035

Pages: 577-590

Keywords: IoT Management, Edge-Cloud Collaboration, Hierarchical Architecture, Energy Efficiency, Ubiquitous Computing, AI Optimization.

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Aspect-based Sentiment Analysis on Product Reviews using Enhanced Bidirectional LSTM

Authors: Seenia Joseph, and Dr.S. Hemalatha

DOI: 10.58346/JOWUA.2025.I2.035

Pages: 579-590

Keywords: Aspect Based Sentiment Analysis, Attention Mechanism, Aspect Extraction, Customer Reviews, Labelled Dataset, Bi-LSTM.

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Deep Learning-Based Multi-Class Vehicle Detection: A High-Speed Approach for Traffic Surveillance and Smart City Applications

Authors: K. Ramakalyani, and Dr.S. Umamaheswaran

DOI: 10.58346/JOWUA.2025.I4.033

Pages: 579-600

Keywords: Vehicle Detection, Vision Transformers, Smart City, Real-Time Surveillance, Traffic Monitoring.

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Ubiquitous Health Monitoring Using Bio-Wearable Devices

Authors: Rame Riadhusin, F. Fay, Shathish Kumar, Anusha Chacko, Dr.N.S. Senthur, Jumaboev Nurillo Khayrullo ugli, and Anjali Krushna Kadao

DOI: 10.58346/JOWUA.2025.I3.036

Pages: 591-607

Keywords: Ubiquitous Health Monitoring, Bio-Wearable Devices, Personalized Healthcare, Chronic Disease Management, Sensor Technology, Artificial Intelligence, Remote Health Monitoring.

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Intelligent Cyber Defense: Utilizing Deep Learning for Robust Detection and Prevention of Phishing Websites

Authors: Sajidah Shahadha Mahmood

DOI: 10.58346/JOWUA.2025.I2.036

Pages: 591-610

Keywords: Component; Phishing Attacks, Cyber Defence Mechanism, Deep Learning Techniques, Phishing Website Detection, Ensemble Methods, Local Interpretable Model-Agnostic Explanation.

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Wireless Mobile Network with Transfer Learning Algorithm for Multilingual Education and Historical Research

Authors: Badia Mukhitdinova, Ramazon Abdullaev, Gulnoza Odilova, Shakhnoza Turniyazova, Yulduz Ne'matova, Sherzod Turdikulov, Nadira Makhkamova and Ibrokhim Sapaev

DOI: 10.58346/JOWUA.2025.I1.035

Pages: 599-608

Keywords: Transfer Learning, Multilingual, Education, Wireless Mobile Network.

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