Principal components analysis of population admixture. [PDF]
PLoS ONE, 2012 With the availability of high-density genotype information, principal components analysis (PCA) is now routinely used to detect and quantify the genetic structure of populations in both population genetics and genetic epidemiology.
Jianzhong Ma, Christopher I Amos
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Robust principal component analysis? [PDF]
Journal of the ACM, 2009 This article is about a curious phenomenon. Suppose we have a data matrix, which is the superposition of a low-rank component and a sparse component. Can we recover each component individually?
E. Candès +3 more
semanticscholar +3 more sources
A genealogical interpretation of principal components analysis. [PDF]
PLoS Genetics, 2009 Principal components analysis, PCA, is a statistical method commonly used in population genetics to identify structure in the distribution of genetic variation across geographical location and ethnic background. However, while the method is often used to
Gil McVean
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A practical introduction to EEG Time-Frequency Principal Components Analysis (TF-PCA) [PDF]
Developmental Cognitive Neuroscience, 2022 This EEG methods tutorial provides both a conceptual and practical introduction to a promising data reduction approach for time-frequency representations of EEG data: Time-Frequency Principal Components Analysis (TF-PCA).
George A. Buzzell +3 more
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Microglia Morphological Categorization in a Rat Model of Neuroinflammation by Hierarchical Cluster and Principal Components Analysis. [PDF]
Front Cell Neurosci, 2017 It is known that microglia morphology and function are closely related, but only few studies have objectively described different morphological subtypes.
Fernández-Arjona MDM +4 more
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mbDenoise: microbiome data denoising using zero-inflated probabilistic principal components analysis [PDF]
Genome Biology, 2022 The analysis of microbiome data has several technical challenges. In particular, count matrices contain a large proportion of zeros, some of which are biological, whereas others are technical.
Yanyan Zeng +4 more
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Exploring body composition and physical condition profiles in relation to playing time in professional soccer: a principal components analysis and Gradient Boosting approach. [PDF]
Front PhysiolUlloa-Díaz D +7 more
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Technometrics, 2003 Principal component analysis is a versatile statistical method for reducing a cases-by-variables data table to its essential features, called principal components.
Michael Greenacre +5 more
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Principal components analysis in clinical studies. [PDF]
Ann Transl Med, 2017 Zhang Z, Castelló A.
europepmc +2 more sources
A multi-dimensional functional principal components analysis of EEG data. [PDF]
Biometrics, 2017 Hasenstab K +6 more
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