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Heterogeneous message passing for heterogeneous networks
Physical Review E, 2023 12 pages, 8 figures, 3 ...
George T. Cantwell +2 more
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Heterogeneity of heterogeneities in neuronal networks [PDF]
Frontiers in Computational Neuroscience, 2014 Neurons in the brain exhibit a broad spectrum of heterogeneities even within a given morphological or physiological class. In a recent modeling study, Mejias and Longtin investigated the effects of heterogeneity in the voltage threshold for spike generation on the dynamics of random networks of excitatory and inhibitory neurons (Mejias and Longtin ...
Fabiano eBaroni +3 more
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Heterogeneous Graph Attention Network [PDF]
The Web Conference, 2019 Graph neural network, as a powerful graph representation technique based on deep learning, has shown superior performance and attracted considerable research interest.
Xiao Wang +6 more
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Representation Learning for Attributed Multiplex Heterogeneous Network [PDF]
Knowledge Discovery and Data Mining, 2019 Network embedding (or graph embedding) has been widely used in many real-world applications. However, existing methods mainly focus on networks with single-typed nodes/edges and cannot scale well to handle large networks. Many real-world networks consist
Yukuo Cen +5 more
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On Heterogeneous Covert Networks [PDF]
SSRN Electronic Journal, 2008 Covert organizations are constantly faced with a tradeoff between secrecy and operational efficiency. Lindelauf, Borm and Hamers (2008) developed a theoretical framework to deter- mine optimal homogeneous networks taking the above mentioned considerations explicitly into account.
Lindelauf, R. +2 more
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Structure of Heterogeneous Networks [PDF]
2009 International Conference on Computational Science and Engineering, 2009 Heterogeneous networks play a key role in the evolution of communities and the decisions individuals make. These networks link different types of entities, for example, people and the events they attend. Network analysis algorithms usually project such networks unto simple graphs composed of entities of a single type.
Rumi Ghosh, Kristina Lerman
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Heterogeneous Kohonen Networks [PDF]
, 2001 A large number of practical problems involves elements that are described as a mixture of qualitative and quantitative infomation, and whose description is probably incomplete. The self-organizing map is an effective tool for visualization of high-dimensional continuous data.
Negri, Sergio +1 more
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Network Management in Heterogeneous IoT Networks
2021 International Wireless Communications and Mobile Computing (IWCMC), 2021 Heterogeneous networks (hetnets) is an interconnection of distinctive networking paradigms to enable wider reachability and greater collaborations. In large Internet-of-Things (IoT) applications, many wireless networks are spatially co-located and intertwined forming hetnets; for instance, health monitoring devices utilising ZigBee or IEEE 802.15.4 co ...
Shunmuga Priyan Selvaraju +4 more
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Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark
IEEE Transactions on Knowledge and Data Engineering, 2020 Since real-world objects and their interactions are often multi-modal and multi-typed, heterogeneous networks have been widely used as a more powerful, realistic, and generic superclass of traditional homogeneous networks (graphs).
Carl Yang +4 more
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MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach [PDF]
Scientific Reports, 2020 Network embedding approaches are gaining momentum to analyse a large variety of networks. Indeed, these approaches have demonstrated their effectiveness in tasks such as community detection, node classification, and link prediction.
L. Pio-Lopez +4 more
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