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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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Detalles Bibliográficos
Autores principales: Gu, Weiwei, Tandon, Aditya, Ahn, Yong-Yeol, Radicchi, Filippo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8213704/
https://www.ncbi.nlm.nih.gov/pubmed/34145234
http://dx.doi.org/10.1038/s41467-021-23795-5