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Principled approach to the selection of the embedding dimension of networks

Network embedding is a general-purpose machine learning technique that encodes network structure in vector spaces with tunable dimension. Choosing an appropriate embedding dimension – small enough to be efficient and large enough to be effective – is challenging but necessary to generate embeddings...

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Bibliographic Details
Published in:Nat Commun
Main Authors: Gu, Weiwei, Tandon, Aditya, Ahn, Yong-Yeol, Radicchi, Filippo
Format: Artigo
Language:Inglês
Published: Nature Publishing Group UK 2021
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC8213704/
https://ncbi.nlm.nih.gov/pubmed/34145234
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-021-23795-5
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