An easy-to-use scalable framework for parallel recursive backtracking by Abu-Khzam, Faisal N.

“…In this paper, we propose a lightweight, easy-to-use, scalable framework for transforming almost any recursive backtracking algorithm into a parallel one. …”
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GDLL: A Scalable and Share Nothing Architecture Based Distributed Graph Neural Networks Framework by Duong Thi Thu Van (19499206)

“…To address such issues, we propose a scalable, layered, fault-tolerance, and in-memory distributed computing-based graph neural network framework called Graph Distributed Learning Library (GDLL). …”

PermGuard: A Scalable Framework for Android Malware Detection Using Permission-to-Exploitation Mapping by Arvind Prasad (19997799)

Integration of Google Play Content and Frost Prediction Using CNN: Scalable IoT Framework for Big Data by Rana M. Amir Latif (16864170)

Optimized ensemble deep learning framework for scalable forecasting of dynamics containing extreme events by Ray, Arnob

“…This study develops an optimized ensemble deep learning framework wherein these two machine learning techniques are jointly used to achieve synergistic improvements in model accuracy, stability, scalability, and reproducibility, prompting a new wave of applications in the forecasting of dynamics. …”
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UAV-assisted Multi-tier Computing Framework for IoT Networks by Tout, Abeer

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IP SafeGuard–An AI-Driven Malicious IP Detection Framework by Abdullah Al Siam (22502732)

“…To overcome these constraints, we present IP SafeGuard, an AI-driven platform that incorporates multi-source threat intelligence, sophisticated feature engineering, and machine learning (ML)for real-time IP categorization. The framework collects data from AbuseIPDB, VirusTotal, and other sources to compute a Dynamic Threat Score (DTS) for each IP address. …”

An Alternating Projection Framework for Elementwise Masked Nonlinear Matrix Decomposition by Kulathil, Muhammed Noshin Poovan

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Using XML-based multicasting to improve web service scalability by Tekli, Joe

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Scalable Nonparametric Supervised Learning for Streaming and Massive Data: Applications in Healthcare Monitoring and Credit Risk by Mohamed Chaouch (17983846)

A Collaborative Service Discovery and Service Sharing Framework for Mobile Ad Hoc Networks by Safa, Haidar

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A Testing Framework for Blockchain-Based Energy Trade Microgrids Applications by Ameni Boumaiza (19160734)

“…The ensuing simulation environment provides a decision-support platform for designing and implementing decentralized trading systems based on blockchain technology, and high-performance computing can enhance model performance for scalable energy blockchain analysis in Qatar and beyond.…”

Hybrid deep learning based threat intelligence framework for Industrial IoT systems by Jahanzaib Malik (23718816)

“…To address this, the authors propose a hybrid threat intelligence framework that is not only highly scalable but also incorporates self-optimizing capabilities, enabling it to counteract a wide range of persistent cyber threats and attacks targeting IIoT systems. …”

Smart technologies in aquaculture: An integrated IoT, AI, and blockchain framework for sustainable growth by Prince Jebedass Isaac Chandran (22565525)

“…Although high costs and technical constraints pose challenges, adopting emerging technologies like 5 G, edge computing, and decentralized ledgers can accelerate industry-wide adoption and enhance resilience and scalability. …”

AI-driven cybersecurity framework for software development based on the ANN-ISM paradigm by Habib Ullah Khan (12024579)

Fog Computing Approach for Shared Mobility in Smart Cities by Aburukba, Raafat

“…Furthermore, given the requirement for real-time decisions with low latency for critical requests, the paper deploys the proposed framework within the 3-tier computing model, namely edge, fog, and cloud tiers. …”
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Ultraliser: a framework for creating multiscale, high-fidelity and geometrically realistic 3D models for <i>in silico</i> neuroscience by Marwan Abdellah (4435360)

LightEnsemble-Guard: An Optimized Ensemble Learning Framework for Securing Resource-Constrained IoT Systems by Muhammad Usama Tanveer (22225360)

Genome-scale computational approaches to memory-intensive applications in systems biology by Abu-Khzam, F.N.

“…This paper presents a novel framework that provides exact, parallel and scalable solutions to various graph-theoretical approaches to genome-scale elucidation of biological networks. …”
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Blockchain-based recommender systems: Applications, challenges and future opportunities by Yassine Himeur (14158821)