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Description
You give the following example for the prcomp_irlba, however, the results are not consistent:
> set.seed(1)
> x <- matrix(rnorm(200), nrow=20)
> p1 <- prcomp_irlba(x, n=3)
> summary(p1)
Importance of components%s:
PC1 PC2 PC3
Standard deviation 1.541 1.2513 1.1916
Proportion of Variance 0.443 0.2921 0.2649
Cumulative Proportion 0.443 0.7351 1.0000
> p2 <- prcomp(x, tol=0.7)
> summary(p2)
Importance of first k=3 (out of 10) components:
PC1 PC2 PC3
Standard deviation 1.5411 1.2513 1.1916
Proportion of Variance 0.2806 0.1850 0.1678
Cumulative Proportion 0.2806 0.4656 0.6334
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