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- W1995567536 abstract "Principal Component Analysis (PCA) is a common exploratory tool used to evaluate large complex data sets. The resulting lower-dimensional representations are often valuable for pattern visualization, clustering, or classification of the data. However, PCA cannot be applied directly to many -omics data sets generated by newer technologies such as label-free mass spectrometry due to large numbers of non-random missing values. Here we present a sequential projection pursuit PCA (sppPCA) method for defining principal components in the presence of missing data. Our results demonstrate that this approach generates robust and informative low-dimensional data representations compared to commonly used imputation approaches." @default.
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- W1995567536 date "2013-03-01" @default.
- W1995567536 modified "2023-10-18" @default.
- W1995567536 title "Sequential projection pursuit principal component analysis – dealing with missing data associated with new -omics technologies" @default.
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- W1995567536 doi "https://doi.org/10.2144/000113978" @default.
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