Strategies for EELS Data Analysis. Introducing UMAP and HDBSCAN for Dimensionality Reduction and Clustering

Hierarchical density-based spatial clustering of applications with noise (HDBSCAN) and uniform manifold approximation and projection (UMAP), two new state-of-the-art algorithms for clustering analysis, and dimensionality reduction, respectively, are proposed for the segmentation of core-loss electro...

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Bibliographic Details
Published in:Microscopy and microanalysis Vol. 28; no. 1; pp. 109 - 122
Main Authors: Blanco-Portals, Javier, Peiró, Francesca, Estradé, Sònia
Format: Journal Article
Language:English
Published: New York, USA Cambridge University Press 01.02.2022
Oxford University Press
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ISSN:1431-9276, 1435-8115, 1435-8115
Online Access:Get full text
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