Implements the 'RUV' (Remove Unwanted Variation) algorithms. These algorithms attempt to adjust for systematic errors of unknown origin in high-dimensional data. The algorithms were originally developed for use with genomic data, especially microarray data, but may be useful with other types of high-dimensional data as well. These algorithms were proposed in Gagnon-Bartsch and Speed (2012) <doi:10.1093/nar/gkz433>, Gagnon-Bartsch, Jacob and Speed (2013), and Molania, et. al. (2019) <doi:10.1093/nar/gkz433>. The algorithms require the user to specify a set of negative control variables, as described in the references. The algorithms included in this package are 'RUV-2', 'RUV-4', 'RUV-inv', 'RUV-rinv', 'RUV-I', and RUV-III', along with various supporting algorithms.
Package details |
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Author | Johann Gagnon-Bartsch <johanngb@umich.edu> |
Maintainer | Johann Gagnon-Bartsch <johanngb@umich.edu> |
License | GPL |
Version | 0.9.7.1 |
URL | http://www-personal.umich.edu/~johanngb/ruv/ |
Package repository | View on CRAN |
Installation |
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