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Embedding and networking: conceptualizing experience in a technosociety
Technology in Society, 2009Embedding and networking offer two important perspectives on relationships between technology and society. This article explores the connotations of each term and their interrelationships. Our general thesis is that the development of various processes of disembedding prepares the way for, even makes necessary, a compensatory construction commonly ...
Briggle, Adam, Mitcham, Carl
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On the Network Embedding in Sparse Signed Networks
2019Network embedding, that learns low-dimensional node representations in a graph such that the network structure is preserved, has gained significant attention in recent years. Most state-of-the-art embedding methods have mainly designed algorithms for representing nodes in unsigned social networks.
Ayan Kumar Bhowmick +2 more
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PNE: Label Embedding Enhanced Network Embedding
2017Unsupervised NRL (Network Representation Learning) methods only consider the network structure information, which makes their learned node representations less discriminative. To utilize the label information of the partially labeled network, several semi-supervised NRL methods are proposed.
Weizheng Chen +4 more
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Co-authorship Network Embedding and Recommending Collaborators via Network Embedding
2018Co-authorship networks contain invisible patterns of collaboration among researchers. The process of writing joint paper can depend of different factors, such as friendship, common interests, and policy of university. We show that, having a temporal co-authorship network, it is possible to predict future publications.
Ilya Makarov +3 more
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Dynamic Heterogeneous Information Network Embedding With Meta-Path Based Proximity
IEEE Transactions on Knowledge and Data Engineering, 2022Chuan Shi, Xiao Wang, Yuanfu Lu
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Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding
ACM Computing Surveys, 2023Wenqi Wei, Jianxi Fan, Jingya Zhou
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Node embedding with capsule generation-embedding network
International Journal of Machine Learning and Cybernetics, 2023Jinghong Wang +4 more
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Network embedding: Taxonomies, frameworks and applications
Computer Science Review, 2020Mingliang Hou +2 more
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Network Together: Node Classification via Cross-Network Deep Network Embedding
IEEE Transactions on Neural Networks and Learning Systems, 2021Fu Lai Korris Chung +2 more
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Deep Attributed Network Embedding by Preserving Structure and Attribute Information
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021Richang Hong, Xindong Wu, Le Wu
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