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Robust and Scalable Learning of Complex Intrinsic Dataset Geometry via ElPiGraph

Multidimensional datapoint clouds representing large datasets are frequently characterized by non-trivial low-dimensional geometry and topology which can be recovered by unsupervised machine learning approaches, in particular, by principal graphs. Principal graphs approximate the multivariate data b...

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Bibliografiske detaljer
Udgivet i:Entropy (Basel)
Main Authors: Albergante, Luca, Mirkes, Evgeny, Bac, Jonathan, Chen, Huidong, Martin, Alexis, Faure, Louis, Barillot, Emmanuel, Pinello, Luca, Gorban, Alexander, Zinovyev, Andrei
Format: Artigo
Sprog:Inglês
Udgivet: MDPI 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7516753/
https://ncbi.nlm.nih.gov/pubmed/33286070
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/e22030296
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