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pyDRMetrics - A Python toolkit for dimensionality reduction quality assessment

High-dimensional data are pervasive in this bigdata era. To avoid the curse of the dimensionality problem, various dimensionality reduction (DR) algorithms have been proposed. To facilitate systematic DR quality comparison and assessment, this paper reviews related metrics and develops an open-sourc...

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Detalles Bibliográficos
Autores principales: Zhang, Yinsheng, Shang, Qian, Zhang, Guoming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7887408/
https://www.ncbi.nlm.nih.gov/pubmed/33644472
http://dx.doi.org/10.1016/j.heliyon.2021.e06199