Orthogonal outlier detection and dimension estimation for improved MDS embedding of biological datasets

Conventional dimensionality reduction methods like Multidimensional Scaling (MDS) are sensitive to the presence of orthogonal outliers, leading to significant defects in the embedding. We introduce a robust MDS method, called DeCOr-MDS (Detection and Correction of Orthogonal outliers using MDS), bas...

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Detalles Bibliográficos
Autores principales: Li, Wanxin, Mirone, Jules, Prasad, Ashok, Miolane, Nina, Legrand, Carine, Dao Duc, Khanh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Bioinformatics
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10448701/
https://www.ncbi.nlm.nih.gov/pubmed/37637212
http://dx.doi.org/10.3389/fbinf.2023.1211819

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10448701/
https://www.ncbi.nlm.nih.gov/pubmed/37637212
http://dx.doi.org/10.3389/fbinf.2023.1211819

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