Journal of Internet Services and Information Security
ISSN: 2182-2069 (printed) / ISSN: 2182-2077 (online)
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Volume 16, Issue 1
Machine Learning-Based Detection and Mitigation of Malware in Smartphone Applications Amidst Increasing Mobile Cybersecurity Threats
Authors:
Dr. Mawahib Sharafeldin Adam Boush, Rejna Azeez Nazeema, Muhammad Humza Farooq Siddiqui, Anjali Appukuttan, Sabna Machinchery Ali, Najla Elhaj Babiker, and Ehab Tarek Desouky Ibrahim Elaswed
DOI:
10.58346/JISIS.2026.I1.001
Pages:
1-16
Keywords:
Android Platform, Malware Detection, Machine Learning (ML), Static Analysis, Cybersecurity, Random Forest (RF), Feature Extraction.
Abstract
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Leveraging Artificial Intelligence and Unmanned Aerial Vehicle Internet of Things Synergy to Optimize and Enhance Robust Communication Networks in Underserved and Remote Regions
Authors:
Dr. Mohamed Syed Ibrahim, Dr. Syed Amma Sheik, and Dr. Choo Wou Onn
DOI:
10.58346/JISIS.2026.I1.002
Pages:
17-30
Keywords:
Unmanned Aerial Vehicles, Industry, Innovation and Infrastructure, Drones, Routing.
Abstract
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Optimizing Sustainability of Smart Farming with IoT-Assisted Novel Framework
Authors:
Ashvin B Amale, Dr.K.V. Pradeep, A.J. Rishabh Bhardwaj, Dr. Neeta Mazumdar, Dr. Sachin S Pund, and Bhuvana Jayabalan
DOI:
10.58346/JISIS.2026.I1.003
Pages:
31-48
Keywords:
Smart Farming (SF), Agricultural, Internet of Things (IoT), Crop Prediction, Dynamic Artificial Fish Swarm Driven XGBoost (DAFS-XGBoost).
Abstract
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The Model of Software Effort Estimation in the Context of Methodology Agile and Software Development
Authors:
Shahad Wissam Abdulfattah Khattab, and Jamal Salahaldeen Alneamy
DOI:
10.58346/JISIS.2026.I1.004
Pages:
49-69
Keywords:
Software, Effort Estimation, Methodology Agile, Machine Learning, Ensemble Models, Agile Software Development, Data Privacy.
Abstract
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A Personalized Federated Deep Reinforcement Learning Framework with Hierarchical Control and Edge Aggregation for Scalable Real-Time Traffic Prediction
Authors:
V. Mohammed Hussain, Dr.A. Abdul Azeez Khan, Dr.K. Javubar Sathick, and Dr.L. Arun Raj
DOI:
10.58346/JISIS.2026.I1.005
Pages:
70-91
Keywords:
Personalized Federated Learning (PFL), Deep Reinforcement Learning (DRL), Hierarchical Control, Mobile Crowd Sensing (MCS), Intelligent Transportation Systems (ITS), Scalable Traffic Management, Spatio-Temporal Data Analytics.
Abstract
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Context-Aware Attendance Prediction in Mobile Learning Environments Using LSTM Networks for Sustainable Educational Systems
Authors:
Dr. Khadija Alhumaid, Mona Malalla Al Hammadi
DOI:
10.58346/JISIS.2026.I1.006
Pages:
92-110
Keywords:
Security, Trust, Privacy-Preserving Learning, Context-Aware Systems, Mobile Learning, LSTM Networks, Predictive Attendance Modeling, Educational Sustainability.
Abstract
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Innovative Mechanism for Smart Agriculture with Identification of UAV-Aided Spray Areas
Authors:
Amit Sharma, Ved Prakash Mishra, Dr. Hirald Dwaraka Praveena, Dr.V. Selvakumar, Manpreet Singh, and V. Haripriya
DOI:
10.58346/JISIS.2026.I1.007
Pages:
111-126
Keywords:
Unmanned Aerial Vehicles (UAVs), Smart Agriculture, Local Binary Patterns, Clonal Flower Pollination Integrated Adaptive Radial Deep Neural Network (CFPOARDNN).
Abstract
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Early Warning System for Firearm Detection on University Campuses Using Computer Vision
Authors:
Freddy Tapia León, José Danilo Collahuazo, Paola Cristina Farinango, Cesar Chiliquinga, Luis Tello-Oquendo, and Johanna Rivera
DOI:
10.58346/JISIS.2026.I1.008
Pages:
127-142
Keywords:
Firearm Detection, Artificial Vision, Convolutional Neural Networks, Early Warning, Educational Institutions.
Abstract
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Enhancing Smart Agriculture Based on UAV-Assisted Spraying Route Planning Optimization
Authors:
Amit Sharma, Dr.A.J. Sharath Kumar, Rajat Saini, K.N. Raja Praveen, Trapty Agarwal, and Ashmeet Kaur
DOI:
10.58346/JISIS.2026.I1.009
Pages:
143-159
Keywords:
Smart agriculture, Policy Gradient Method (PG), Spraying, Unmanned Aerial Vehicle (UAV), Route Planning.
Abstract
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A Comparison of the Effects of a Digital Adoption Platform on Product Lifecycle Management Software
Authors:
Valentin Jousseaume, Romain Pinquié, François Fraysse, Emmanuel Esquieu, and Frédéric Segonds
DOI:
10.58346/JISIS.2026.I1.010
Pages:
160-180
Keywords:
Digital Adoption Platform, Product Lifecycle Management, Usability.
Abstract
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ForenXAI: An Intelligent Deep Learning Framework for Forensic Document Verification and Forgery Detection for Police Evidence
Authors:
S. Nandhini Devi, and Dr.N. Sabiyath Fatima
DOI:
10.58346/JISIS.2026.I1.011
Pages:
181-207
Keywords:
Forensic Document Verification, Forgery Detection, Cross-Modal Deep Learning, SHAP Explainability, Resnet50-CBAM, LSTM Attention, Dual-Stream Transformer, Risk Scoring.
Abstract
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Speech Encryption by Splitting Data and Applying Chaotic Image Encryption Algorithms
Authors:
Nagham Malik Abd Ali, and Dr. Tarik Zeyad Ismaeel
DOI:
10.58346/JISIS.2026.I1.012
Pages:
208-222
Keywords:
Audio Encoder, Voice-To-Picture, Chaotic System, EX-OR, Chaotic Logistic Map, Henon Map, Lorenz System, Encrypt Images.
Abstract
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AI-Driven Adaptive AML Framework with Real-Time Anomaly Detection and Deep Learning-Based Risk Profiling
Authors:
Dr.N.P. Ponnuviji, Dr.K. Venkatesh Guru, P. Palanisamy, and J. Nirmala Gandhi
DOI:
10.58346/JISIS.2026.I1.013
Pages:
223-236
Keywords:
AI-Driven AML Framework, Adaptive Anomaly Detection, Real-Time Monitoring, Deep Learning-Based Risk Profiling, Money Laundering Detection, Financial Crime Prevention, Machine Learning In AML, Anomaly Detection Algorithms, Risk-Based Approach.
Abstract
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Quantum Safe Cryptographic Frameworks for Securing National Digital Currencies and Economic Infrastructure
Authors:
Gulbanbegim Jamolova, Maloxat Axmedova, Feruzaxon Odilova, Feruza Urinboyeva, Sadokatxon Yuldasheva, Polat Shokirov, and Kamolbek Masharipov
DOI:
10.58346/JISIS.2026.I1.014
Pages:
237-252
Keywords:
Quantum-Safe Cryptography, Central Bank Digital Currency (CBDC), Post-Quantum Cryptography (PQC), Quantum Key Distribution (QKD), Digital Signatures, Blockchain Security, Financial Systems Security.
Abstract
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Enhancing Continual Learning in Neural Networks with Lightweight Beneficial Perturbation Networks
Authors:
Vanaparthi Kiranmai, and Dr.A. Manikandan
DOI:
10.58346/JISIS.2026.I1.015
Pages:
253-276
Keywords:
Neural Networks, Adaptive Algorithms, Beneficial Perturbation Network, Lightweight, CIFAR-100 Tasks, Security in Machine Learning.
Abstract
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Enhancing E-Learning Platforms with Mobile Computing and Cloud Services for Seamless Education Delivery
Authors:
Umida Nasritdinova, Zulaykho Jurayeva, Zilola Alibekova, Olimjan Zaripov, Lyudmila Bayzhonova, Gulnora Ernazarova, and Salomat Xalimova
DOI:
10.58346/JISIS.2026.I1.016
Pages:
277-290
Keywords:
Mobile Learning, Cloud Computing, Computation Offloading, Elastic Scalability, Seamless Education, Data Synchronization, Resource-Constrained Devices.
Abstract
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An Adaptive Scriptless Behavior-Driven Development Automation Framework with Self-Healing Intelligence for Evolving Software Applications
Authors:
S. Senthil Murugan, and Dr.M. Balamurugan
DOI:
10.58346/JISIS.2026.I1.017
Pages:
291-310
Keywords:
Self-Healing Test Automation, Behavior-Driven Development (BDD), Adaptive Framework, Artificial Intelligence, Machine Learning, Test Automation, Dynamic Locator Identification, Reinforcement Learning.
Abstract
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An Opamp-Based Coexisting Chaotic Attractors Used in IoT Secure Data Communication
Authors:
Dr.M. Anbarasan, Dr. Gobalakrishnan Natesan, and Dr.S. Prakash
DOI:
10.58346/JISIS.2026.I1.018
Pages:
311-322
Keywords:
OPAMP, Data Communication, Encryption, and Decryption.
Abstract
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