Exploring patterns enriched in a dataset with contrastive principal component analysis

Dimensionality reduction and visualization methods lack a principled way of comparing multiple datasets. Here, Abid et al. introduce contrastive PCA, which identifies low-dimensional structures enriched in one dataset compared to another and enables visualization of dataset-specific patterns.

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Autores principales:	Abubakar Abid, Martin J. Zhang, Vivek K. Bagaria, James Zou
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2018
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/8845cf8ea83f43f89475a0ca1faff78b
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spelling	oai:doaj.org-article:8845cf8ea83f43f89475a0ca1faff78b2021-12-02T14:41:28ZExploring patterns enriched in a dataset with contrastive principal component analysis10.1038/s41467-018-04608-82041-1723https://doaj.org/article/8845cf8ea83f43f89475a0ca1faff78b2018-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-04608-8https://doaj.org/toc/2041-1723Dimensionality reduction and visualization methods lack a principled way of comparing multiple datasets. Here, Abid et al. introduce contrastive PCA, which identifies low-dimensional structures enriched in one dataset compared to another and enables visualization of dataset-specific patterns.Abubakar AbidMartin J. ZhangVivek K. BagariaJames ZouNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-7 (2018)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Abubakar Abid Martin J. Zhang Vivek K. Bagaria James Zou Exploring patterns enriched in a dataset with contrastive principal component analysis
description	Dimensionality reduction and visualization methods lack a principled way of comparing multiple datasets. Here, Abid et al. introduce contrastive PCA, which identifies low-dimensional structures enriched in one dataset compared to another and enables visualization of dataset-specific patterns.
format	article
author	Abubakar Abid Martin J. Zhang Vivek K. Bagaria James Zou
author_facet	Abubakar Abid Martin J. Zhang Vivek K. Bagaria James Zou
author_sort	Abubakar Abid
title	Exploring patterns enriched in a dataset with contrastive principal component analysis
title_short	Exploring patterns enriched in a dataset with contrastive principal component analysis
title_full	Exploring patterns enriched in a dataset with contrastive principal component analysis
title_fullStr	Exploring patterns enriched in a dataset with contrastive principal component analysis
title_full_unstemmed	Exploring patterns enriched in a dataset with contrastive principal component analysis
title_sort	exploring patterns enriched in a dataset with contrastive principal component analysis
publisher	Nature Portfolio
publishDate	2018
url	https://doaj.org/article/8845cf8ea83f43f89475a0ca1faff78b
work_keys_str_mv	AT abubakarabid exploringpatternsenrichedinadatasetwithcontrastiveprincipalcomponentanalysis AT martinjzhang exploringpatternsenrichedinadatasetwithcontrastiveprincipalcomponentanalysis AT vivekkbagaria exploringpatternsenrichedinadatasetwithcontrastiveprincipalcomponentanalysis AT jameszou exploringpatternsenrichedinadatasetwithcontrastiveprincipalcomponentanalysis
_version_	1718389881992904704

Exploring patterns enriched in a dataset with contrastive principal component analysis

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