Graph neural networks for network analysis

Graph neural networks for network analysis

<p>With an increasing number of applications where data can be represented as graphs, graph neural networks (GNNs) are a useful tool to apply deep learning to graph data. Signed and directed networks are important forms of networks that are linked to many real-world problems, such as ranking f...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awdur:	He, Y
Awduron Eraill:	Dong, X
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	2024
Pynciau:	Neural networks (computer science) Deep learning (machine learning) Machine learning Graph theory Social sciences > network analysis

Eitemau Tebyg

JGNN: Graph Neural Networks on native Java
gan: Emmanouil Krasanakis, et al.
Cyhoeddwyd: (2023-07-01)

Auto-GNN: Neural architecture search of graph neural networks
gan: Kaixiong Zhou, et al.
Cyhoeddwyd: (2022-11-01)

FloodGNN-GRU: a spatio-temporal graph neural network for flood prediction
gan: Arnold Kazadi, et al.
Cyhoeddwyd: (2024-01-01)

Graph neural networks with a distribution of parametrized graphs
gan: Lee, See Hian, et al.
Cyhoeddwyd: (2024)

p2pGNN: A Decentralized Graph Neural Network for Node Classification in Peer-to-Peer Networks
gan: Emmanouil Krasanakis, et al.
Cyhoeddwyd: (2022-01-01)

Improved Lipophilicity and Aqueous Solubility Prediction with Composite Graph Neural Networks
gan: Oliver Wieder, et al.
Cyhoeddwyd: (2021-10-01)

GNNGLY: Graph Neural Networks for Glycan Classification
gan: Alhasan Alkuhlani, et al.
Cyhoeddwyd: (2023-01-01)

reg-sgc: An open-source software for regularized Simple Graph Convolution
gan: Patrick Pho, et al.
Cyhoeddwyd: (2023-02-01)

Understanding approximation for Bayesian inference in neural networks
gan: Farquhar, S
Cyhoeddwyd: (2022)

Survey on graph embeddings and their applications to machine learning problems on graphs
gan: Ilya Makarov, et al.
Cyhoeddwyd: (2021-02-01)

A graph neural network simulation of dispersed systems
gan: Aref Hashemi, et al.
Cyhoeddwyd: (2025-01-01)

A Review of Graph Neural Networks and Their Applications in Power Systems
gan: Wenlong Liao, et al.
Cyhoeddwyd: (2022-01-01)

Towards effective graph representations by leveraging geometric concepts
gan: Lee, See Hian
Cyhoeddwyd: (2024)

Neural Networks and Deep Learning : A Textbook /
gan: Aggarwal, Charu C., author 275428
Cyhoeddwyd: (2018)

Graph neural networks: A review of methods and applications
gan: Jie Zhou, et al.
Cyhoeddwyd: (2020-01-01)

Graph-Informed Neural Networks for Regressions on Graph-Structured Data
gan: Stefano Berrone, et al.
Cyhoeddwyd: (2022-03-01)

Graph neural network and machine learning analysis of functional neuroimaging for understanding schizophrenia
gan: Gayathri Sunil, et al.
Cyhoeddwyd: (2024-01-01)

Graph neural differential equation networks for improved representation learning and robustness
gan: Zhao, Kai
Cyhoeddwyd: (2025)

Application of graph neural networks to predict explosion-induced transient flow
gan: Ginevra Covoni, et al.
Cyhoeddwyd: (2024-09-01)

Inductive inference of gene regulatory network using supervised and semi-supervised graph neural networks
gan: Juexin Wang, et al.
Cyhoeddwyd: (2020-01-01)

The Impact of Global Structural Information in Graph Neural Networks Applications
gan: Davide Buffelli, et al.
Cyhoeddwyd: (2022-01-01)

Graph neural networks and cross-protocol analysis for detecting malicious IP addresses
gan: Yonghong Huang, et al.
Cyhoeddwyd: (2022-09-01)

Neural networks and statistical learning /
gan: Du, Ke-Lin, author, et al.
Cyhoeddwyd: (2014)

GNNkeras: A Keras-based library for Graph Neural Networks and homogeneous and heterogeneous graph processing
gan: Niccolò Pancino, et al.
Cyhoeddwyd: (2022-06-01)

Enhancement of fault detection at transmitter optical subassembly process using artificial neural network /
gan: Anurag Das, 1991- author 633745, et al.
Cyhoeddwyd: (2018)

Investigating graph neural networks and classical feature-extraction techniques in activity-cliff and molecular property prediction
gan: Dablander, MF
Cyhoeddwyd: (2023)

Graph Neural Networks: A Bibliometric Mapping of the Research Landscape and Applications
gan: Annielle Mendes Brito da Silva, et al.
Cyhoeddwyd: (2024-10-01)

Quantum computing and quantum neural networks: their foundation, optimisation, and application
gan: Pointing, J
Cyhoeddwyd: (2024)

Understanding convolutional neural networks
gan: Fong, R
Cyhoeddwyd: (2020)

Scalable algorithms for physics-informed neural and graph networks
gan: Khemraj Shukla, et al.
Cyhoeddwyd: (2022-01-01)

Bioactivity classification of anti aids compounds using neural network and and support vector machine : a comparison /
gan: 405154 Rahayu A. Hamid
Cyhoeddwyd: (2005)

CayleyNets : graph convolutional neural networks with complex rational spectral filters
gan: Levie, Ron, et al.
Cyhoeddwyd: (2020)

Universality of Büchi Automata: Analysis With Graph Neural Networks
gan: Christophe Stammet, et al.
Cyhoeddwyd: (2023-01-01)

Bioactivity classification of anti aids compounds using neural network and and support vector machine [compact disc] : a comparison /
gan: 405154 Rahayu A. Hamid
Cyhoeddwyd: (2005)

A Comprehensive Survey of Graph Neural Networks for Knowledge Graphs
gan: Zi Ye, et al.
Cyhoeddwyd: (2022-01-01)

Deep learning for graph structured data
gan: Dwivedi Vijay Prakash
Cyhoeddwyd: (2024)

An Efficient Optimization Technique for Training Deep Neural Networks
gan: Faisal Mehmood, et al.
Cyhoeddwyd: (2023-03-01)

Harnessing Graph Neural Networks to Predict International Trade Flows
gan: Bassem Sellami, et al.
Cyhoeddwyd: (2024-06-01)

A Novel Graph Neural Network Methodology to Investigate Dihydroorotate Dehydrogenase Inhibitors in Small Cell Lung Cancer
gan: Hong-Yi Zhi, et al.
Cyhoeddwyd: (2021-03-01)

Survey on Graph Neural Networks
gan: Georgios Gkarmpounis, et al.
Cyhoeddwyd: (2024-01-01)