Question: This questions is about Principal Component Analysis (PCA). Based on following result of estimation PCA by using Princomp and Principal functions in R programming, please

 This questions is about Principal Component Analysis (PCA).Based on following result

This questions is about Principal Component Analysis (PCA).

Based on following result of estimation PCA by using "Princomp" and "Principal" functions in R programming, please determine the Number of Components and compare the summary result of these functions. Why their estimations of loading are different? Which one is correct?

of estimation PCA by using "Princomp" and "Principal" functions in R programming,

> principal(cor(course) , nfactor=3, rotate="none") > summary(princomp(course, cor=T) , loading=T) Principal Components Analysis Importance of components: Call: principal(r = cor(course), nfactors = 3, rc Comp. 1 Comp. 2 Comp . 3 Comp . 4 Comp . 5 Standardized loadings (pattern matrix) based upor Standard deviation PC1 PC2 PC3 h2 u2 com 1.7868732 1.0421767 0.69386264 0. 40661947 0.27233637 x1 0.77 -0.60 0.14 0.96 0.0397 2.0 Proportion of Variance 0.6385832 0.2172265 0.09628907 0.03306788 0.01483342 x2 0.87 -0.38 0.23 0.96 0.0426 1.5 Cumulative Proportion 0.6385832 0.8558096 0.95209870 0.98516658 1.00000000 x3 0.80 -0.03 -0.60 0.99 0.0074 1.9 x4 0.85 0.43 0.02 0.91 0.0886 1.5 Loadings : x5 0.70 0.63 0.23 0.94 0.0612 2.2 Comp. 1 Comp.2 Comp. 3 Comp. 4 Comp. 5 x1 0.429 0.571 0.195 0.261 0.619 PC1 PC2 PC3 x2 0. 488 0.365 0.330 -0.210 -0.690 ss loadings 3.19 1.09 0.48 X3 0.445 -0.863 0.189 -0.141 Proportion Var 0.64 0.22 0.10 Cumulative Var 0.64 0.86 0.95 x4 0.476 -0.416 -0. 696 0.340 Proportion Explained 0.67 0.23 0.10 x5 0.391 -0.605 0.327 0.607 Cumulative Proportion 0.67 0.90 1.00

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