biplot |
Draw a bi-plot, comparing 2 selected principal components / eigenvectors. |
chooseGavishDonoho |
Choosing PCs with the Gavish-Donoho method |
chooseMarchenkoPastur |
Choosing PCs with the Marchenko-Pastur limit |
eigencorplot |
Correlate principal components to continuous variable metadata and test significancies of these. |
findElbowPoint |
Find the elbow point in the curve of variance explained by each successive PC. This can be used to determine the number of PCs to retain. |
getComponents |
Return the principal component labels for an object of class 'pca'. |
getLoadings |
Return component loadings for principal components from an object of class 'pca'. |
getVars |
Return the explained variation for each principal component for an object of class 'pca'. |
pairsplot |
Draw multiple bi-plots. |
parallelPCA |
Perform Horn's parallel analysis to choose the number of principal components to retain. |
pca |
PCAtools |
plotloadings |
Plot the component loadings for selected principal components / eigenvectors and label variables driving variation along these. |
screeplot |
Draw a SCREE plot, showing the distribution of explained variance across all or select principal components / eigenvectors. |