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GDLL: A Scalable and Share Nothing Architecture Based Distributed Graph Neural Networks Framework
Published 2022“…In the third layer, GNN modules are deployed on top of the first two layers for efficient distributed training using parameter servers. Finally, we evaluate and compare GDLL with the state-of-the-art solutions and outperform it significantly in terms of efficiency while maintaining similar GNN convergence.…”
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183
Indirect Adaptive Polynomial Wavelet-Based Neuro-Fuzzy Controller for STATCOM-Equipped Power Systems
Published 2025“…All proposed controllers significantly outperform the conventional ANFIS-based TSK controller (ANFTSKC) and Lead-Lag Control (LLC), demonstrating the effectiveness of the ANFWC approach in improving power system damping and stability.…”
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184
Deep learning-based beat-to-beat arterial blood pressure estimation using distant radar signals
Published 2025“…While traditional cuff-based approaches are non-invasive, they have limitations in providing continuous blood pressure monitoring. …”
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185
A novel spherical fuzzy-based decision model for assessing data management maturity in governmental institutions
Published 2025“…For methodology, the study pioneers the hybridization of spherical fuzzy sets (SFSs) built on the criteria importance through intercriteria correlation (CRITIC) and the evaluation based on distance from average solution (EDAS) model. …”
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186
Emotion Recognition Based on Fusion of Local Cortical Activations and Dynamic Functional Networks Connectivity: An EEG Study
Published 2019“…In this paper, we present a method to improve emotion recognition based on the fusion of local cortical activations and dynamic functional network patterns. …”
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187
Preparing foundation-year students for medical studies in a problem-based learning environment: Students׳ perceptions
Published 2016“…Paired t-tests showed significant improvements (p<.001) for each of the 4 factors. …”
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A promising CO<sub>2</sub> methanation catalyst system based on modified halloysites as supports
Published 2025“…Halloysite nanotubes (HNTs)-based catalysts have attracted significant attention in various catalytic applications. …”
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189
Factors Affecting Cybersecurity Behaviour in the Metaverse: A Hybrid SEM-ANN Approach Based on Deep Learning
Published 2023“…The developed model was then evaluated based on survey responses from 531 Metaverse users in the United Arab Emirates who used the Metaverse for personal or professional purposes. …”
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Integration of nonparametric fuzzy classification with an evolutionary-developmental framework to perform music sentiment-based analysis and composition
Published 2019“…However, few methods have targeted sentiment-based music composition: generating music that expresses human emotions. …”
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Optimal Group Formation in Dense Wi-Fi Direct Networks for Content Distribution
Published 2019“…These limitations can significantly reduce the performance of the Wi-Fi Direct networks. …”
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195
Deep Learning-Based Classification of Chest Diseases Using X-rays, CT Scans, and Cough Sound Images
Published 2023“…The results reveal that DCDD_Net outperformed the other four baseline models in terms of many performance evaluation metrics. Thus, the proposed DCDD_Net model can provide significant assistance to radiologists and medical experts. …”
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196
A Diffusion-Based Probabilistic Ultra-Short-Term Solar Power Prediction Using the Sky Image Sequences
Published 2025“…<p dir="ltr">The inherently unpredictable nature of solar power generation, primarily due to rapidly changing cloud cover, poses a significant challenge to the operation of solar-integrated energy systems. …”
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