This issue has been available online since 15th December 2025 for the regular issue of 2025. All articles in this issue (26 original research articles) were authored/co-authored by 102 authors from 13 countries (Malaysia, Jordan, Kuwait, United Arab Emirates, united states, Lebanon, China, Kenya, India, Hungary, Egypt, Australia, and Iraq)

Published: 2025-12-15

Articles

Advanced Machine Learning Models for Accurate Kidney Cancer Classification Using CT Images

Dhuha Abdalredha Kadhim , Mazin Abed Mohammed

1-25

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DOI: https://doi.org/10.58496/MJBD/2025/001

DeepSeek: Is it the End of Generative AI Monopoly or the Mark of the Impending Doomsday?

Malik Sallam, Kholoud Al-Mahzoum, Mohammed Sallam, Maad M. Mijwil

26-34

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DOI: https://doi.org/10.58496/MJBD/2025/002

Bridging Law and Machine Learning: A Cybersecure Model for Classifying Digital Real Estate Contracts in the Metaverse

Faris Kamil Hasan Mihna , Hazim Akram Sallal , Lobna Abdalhusen Easa Al-Seedi , Hasan Ali Al- Tameemi , Mustafa Abdulfattah Habeeb, Yahya Layth Khaleel , Dheyaa A. Mohammed

35-49

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DOI: https://doi.org/10.58496/MJBD/2025/003

Overview of the CICIoT2023 Dataset for Internet of Things Intrusion Detection Systems

Wisam Ali Hussein Salman , Chan Huah Yong

50-60

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DOI: https://doi.org/10.58496/MJBD/2025/004

Coupling a dual tree - complex wavelet transform with K-means to clustering the epileptic seizures in EEG signals

Raid Lafta, Rasha Hallem Razzaq

61-78

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DOI: https://doi.org/10.58496/MJBD/2025/005

A Comparative Study of RFID System Performance in Large-Scale Network Planning Facility

Ali Abdulqader Al Qisi , Azli Bin Nawawi , Adel Muhsin Elewe

79–89

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DOI: https://doi.org/10.58496/MJBD/2025/006

Intelligent Techniques for Autism Spectrum Disorder Diagnosis: A Review

Ekraam Jabier, Ali Fadhil Marhoon, Ammar A. Aldair

90–107

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DOI: https://doi.org/10.58496/MJBD/2025/007

Advances and Insights in Image Texture Analysis : A Review

Ghaith H. Alashour, Nidhal K. El Abbadi

108–135

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DOI: https://doi.org/10.58496/MJBD/2025/008

Precise Kidney Stone Localization in Medical Imaging via a Capsule Network

Omar Hammad Jasim, Daniah Abdul Qahar Shakir , Mohammed Shihab Hamad , Waleed Kareem Awad

136–143

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DOI: https://doi.org/10.58496/MJBD/2025/009

UIR: Implementing Deep Neural Networks in addition to Conventional Algorithms for Ultra-Image Recovery

Ali Salim Rasheed, Alaa Hamza Omran, Mohammad Aljanabi, Mohammed Almaayah, Rami Shehab, Mansour Obeidat, Theyazn H. H. Aldhyani, Mosleh Hmoud AlAdhaileh

144–155

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DOI: https://doi.org/10.58496/MJBD/2025/010

Hybrid Quantum-Assisted Deep Learning Model for Early-Stage Alzheimer’s Disease Classification Based on MRI Images

Eman A. Radhi, Mohammed Y. Kamil, Mazin Abed Mohammed

156–177

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DOI: https://doi.org/10.58496/MJBD/2025/011

AI-Driven Smart Contract Vulnerability Detection: A Systematic Review of Methods, Challenges, and Future Prospects

Saad AL Azzam, Raenu AL Kolandaisamy , Ghassan AL Dharhani

178–194

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DOI: https://doi.org/10.58496/MJBD/2025/012

Towards Autonomous Optical Fibre Networks: High-Precision EDFA Gain and Spectral Response Prediction via Hybrid CNN-LSTM Deep Learning

Ibtesam Hussien Htaat, Mudhafar Hussein Ali, Abdulla Khudiar Abass

195–210

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DOI: https://doi.org/10.58496/MJBD/2025/013

A Hybrid Machine Learning Approach for Enhanced Diabetes Prediction: Integrating Image and Numerical Data

Ahmad Shaker Abdalrada, Ali Fahem Neamah, Huda Lafta Majeed, Ahmed Raad Al-Sudani

211–221

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DOI: https://doi.org/10.58496/MJBD/2025/014

Shared Generator-Based Serverless Multimodal Federated Learning For Medical Image Analysis

Mohammed Adel Al-Shahe, Ahmed Saihood, Mustafa Asaad Hasan

222–240

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DOI: https://doi.org/10.58496/MJBD/2025/015

PSOA-CRL: A Hybrid Multi-Objective Routing Mechanism Using Particle Swarm Optimization and Actor-Critic Reinforcement Learning For VANETs

Mustafa Maad Hamdi, Baraa Saad Abdulhakeem, Ahmed Adil Nafea

241–260

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DOI: https://doi.org/10.58496/MJBD/2025/016

A Robust Model for Android Malware Detection via ML and DL classifiers

Omar Almomani, Areen Arabiat, Muneera Al Tayeb, Mohammed Amin Almaiah, Mansour Obeidat, Theyazn H. H. Aldhyani, Rami Shehab, Mahmood Rowad

261–277

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DOI: https://doi.org/10.58496/MJBD/2025/017

Transformer-Based Genomic Classification and Simulation of Heat-Responsive Genes in Citrus limon

Ali Fahem Neamah, Zahraa A. Abdalkareem, Mostafa A. Mohammed, Jasim Ibrahim Ahmed, Phaklen Ehkan

278–294

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DOI: https://doi.org/10.58496/MJBD/2025/018

Enhancing Throughput in a Network Function Virtualization Environment via the Manta Ray Foraging Optimization Algorithm

Sanaa S. Alwan, Asia Ali Salman

295–312

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DOI: https://doi.org/10.58496/MJBD/2025/019

Recognition of Alzheimer’s Disease stages via InceptionV3 and ResNet50

Iman Aljubouri, Mostafa Ragheb, Mohamad Hamady

313–328

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DOI: https://doi.org/10.58496/MJBD/2025/020

Uniform Resource Locator Protection Scheme for the Mitigation of Man-In-The-Middle Stripping Attacks

Duaa Sameer Zhraw, Mohammed Abdulridha Hussain, Zaid Ameen Abduljabbar, Vincent Omollo Nyangaresi, Ali Hasan Ali, Husam A. Neamah

329–349

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DOI: https://doi.org/10.58496/MJBD/2025/021

Concise Comparison of CNN Models On a Specified Dataset

Humam K. Yaseen , Saif S. Kareem, Bashar I. Hameed, Salam K. Abdullah

369–393

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DOI: https://doi.org/10.58496/MJBD/2025/023

A Novel AI-based Dependency-aware Algorithm for Prioritizing Software Requirements in Large-scale Projects

Nahla Mohamed, Waleed Helmy, Sherif Mazen

394–414

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DOI: https://doi.org/10.58496/MJBD/2025/024

Intelligent Forecasting of Solar Atmospheric Disturbances via Capsule Neural Networks and Space Weather Data

Eman Turki Mahdi, Mohammed E. Seno, Abdullah I. Abdulghafar

415–428

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DOI: https://doi.org/10.58496/MJBD/2025/025

Virtual Personalities and Smart Analytics in the Digital Environment: Legal and Applied Framework for Big Data and Financial Transaction

Hazim Akram Sallal, Faris Kamil Hasan Mihna, Lobna Abdalhusen Easa Al-Seedi, Mustafa Abdulfattah Habeeb, Yahya Layth Khaleel

429-447

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DOI: https://doi.org/10.58496/MJBD/2025/026

Validation Framework for Robust and Explainable Machine Learning Models in Autism Spectrum Disorder Triage

Ghadeer Ghazi Shayea, Mohd Hazli Mohammed Zabil, A. S. Albahri, Rula A. Hamid, O .S. Albahri, A .H. Alamoodi, Iman Mohamad Sharaf

448–475

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DOI: https://doi.org/10.58496/MJBD/2025/027