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The generalized ratios intrinsic dimension estimator

Modern datasets are characterized by numerous features related by complex dependency structures. To deal with these data, dimensionality reduction techniques are essential. Many of these techniques rely on the concept of intrinsic dimension (id), a measure of the complexity of the dataset. However,...

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Detalles Bibliográficos
Autores principales: Denti, Francesco, Doimo, Diego, Laio, Alessandro, Mira, Antonietta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9678878/
https://www.ncbi.nlm.nih.gov/pubmed/36411305
http://dx.doi.org/10.1038/s41598-022-20991-1