JoWUA

Volume 17

Video Stabilization by a Hybrid Structure of CNN: RNN for a Video Surveillance System

Authors: C.K. Siva Ranjani, Dr.V. Vallinayagam, Dr.P. Gururama Senthilvel, Dr.M. Shakila, Dr.B. Abirami, and Dr.J. Nithisha

DOI: 10.58346/JOWUA.2026.I1.036

Pages: 648-668

Keywords: Video Stabilization, CNN, RNN, Video Surveillance, Video Processing.

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Adaptive Computational Models for Tracing Semantic Change in Contemporary English Using Large-Scale Digital Corpora

Authors: Nilufar Tosheva, Gulasal Khusanova, Fazilat Ibragimova, Shakhnoza Majidova, Nilufar Esanmuradova, Farida Umarova, Dilafruz Otamurodova, and Khurshida Komilova

DOI: 10.58346/JOWUA.2026.I2.036

Pages: 650-662

Keywords: Semantic Change Detection, Gaussian Embeddings, Temporal Alignment, Diachronic Corpora, Adaptive Computational Models, Word Embedding Evolution, NLP.

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VocalEyes: A Context-Aware Real-Time Assistive Vision System with Priority-Based Audio Guidance

Authors: Dr.P. Renukadevi, Dr.M. Kumaresan, Dr.P. Manikandan, and N. Shivani

DOI: 10.58346/JOWUA.2026.I2.037

Pages: 663-683

Keywords: Assistive Technology, Visual Impairment, Object Detection, Priority-Based Alerting, OCR, Intelligent Silence, Real- Time Audio Guidance, Context-Aware Systems.

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Advanced Multi-View Convolutional-Recurrent Network for Breast Cancer Classification and Detection

Authors: A. Aarthi, and Dr. Smitha Elsa Peter

DOI: 10.58346/JOWUA.2026.I1.037

Pages: 669-688

Keywords: Detecting Breast Cancer, Multi-View Imaging, Convolutional Neural Networks (CNNS), Recurrent Neural Networks (RNNS), Gated Recurrent Units (Grus), Deep Learning, Medical Image Analysis, Hybrid Models, and Computer-Aided Diagnosis.

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Artificial Intelligence Driven Computational Framework for Evaluating Arabic Literary Text Generation Using ChatGPT

Authors: Dr. Moustafa Mohamed Abouelnour, Dr. Hamza Alrababah, Dr. Khaled Tokal, and Dr. Ali Kamel Alsharef

DOI: 10.58346/JOWUA.2026.I2.038

Pages: 684-699

Keywords: Artificial Intelligence, ChatGPT, Arabic Literary Text Generation, Large Language Models, Computational Text Evaluation, Stylometric Entropy Analysis, Semantic Drift Modeling.

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An Energy-Efficient Timestamp-Based Data Reduction and Blockchain Storage Framework for Environmental Monitoring

Authors: R. Sivasankari, Dr.R. Akila, and Dr.S. Revathi

DOI: 10.58346/JOWUA.2026.I1.038

Pages: 689-709

Keywords: Isolation Forest, Anomalies, Data Storage, Energy Consumption, Stability, Hybrid Model, Data Reduction.

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Hybrid Fraud Detection Using Isolation Forest and Boosting Models with SHAP Explainability for IEEE-CIS Dataset

Authors: Shankari Seethalakshmi Mohanakrishnan

DOI: 10.58346/JOWUA.2026.I2.039

Pages: 700-718

Keywords: Fraud Detection, Isolation Forest, CatBoost, SHAP Explainability, IEEE-CIS Dataset, Financial Transactions.

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Integrating Edge and Cloud Computing Technologies to Process Big Data in IoT Applications: A Practical Experience and Comparative Results with Real-World Examples

Authors: Abas Wisam Mahdi Abas, and S. Ya. Egorov

DOI: 10.58346/JOWUA.2026.I1.039

Pages: 710-725

Keywords: Cloud Computing, Edge Computing, Internet of Things (IoT), Big Data Processing, Latency Optimization, Energy Efficiency, Smart Infrastructure.

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Advanced Federated Learning with Attention-Enhanced Hybrid Deep Learning for Personality Prediction Using Handwritten Documents

Authors: Anita B.M Malkud, and Dr. Virupakshappa Patil

DOI: 10.58346/JOWUA.2026.I2.040

Pages: 719-740

Keywords: Personality Prediction, Handwritten Document Analysis, Federated Learning, Hybrid Deep Learning, Attention Mechanism, CNN, BiLSTM.

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An Enhanced Attention-Based Deep Learning System for Text Detection and Information Retrieval from Images: Exploiting Transformer Architectures and Multi-Modal Fusion

Authors: Subhakarrao Golla, Dr.B. Sujatha, and Dr.L. Sumalatha

DOI: 10.58346/JOWUA.2026.I1.040

Pages: 726-742

Keywords: Text Detection, Vision Transformer, Scene Text Recognition, Graph Convolutional Networks, Multi-Modal Fusion, Cross-Modal Attention.

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