Search Results - "Leeney, William"

Uncertainty in GNN Learning Evaluations: A Comparison between Measures for Quantifying Randomness in GNN Community Detection by Leeney, William, McConville, Ryan

“…(1) The enhanced capability of graph neural networks (GNNs) in unsupervised community detection of clustered nodes is attributed to their capacity to encode…”
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Unsupervised Optimisation of GNNs for Node Clustering by Leeney, William, McConville, Ryan

“…Graph Neural Networks (GNNs) can be trained to detect communities within a graph by learning from the duality of feature and connectivity information…”
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A Framework for Exploring Federated Community Detection by Leeney, William, McConville, Ryan

“…Federated Learning is machine learning in the context of a network of clients whilst maintaining data residency and/or privacy constraints. Community detection…”
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Uncertainty in GNN Learning Evaluations: A Comparison Between Measures for Quantifying Randomness in GNN Community Detection by Leeney, William, McConville, Ryan

“…(1) The enhanced capability of Graph Neural Networks (GNNs) in unsupervised community detection of clustered nodes is attributed to their capacity to encode…”
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Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection by Leeney, William, McConville, Ryan

“…Graph Neural Networks (GNNs) have improved unsupervised community detection of clustered nodes due to their ability to encode the dual dimensionality of the…”
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