Table 3. PCA dimensionality reduction metrics.
Median absolute error (MAE) of the linear inverse transformation from the data projected on the principal components to the original space of taxon abundances. Qloc and Qglob metrics denote preservation of the local and global data structure (see the text for details). Notation as in Table 2.
Dataset | Tax | MAE | Q loc | Q glob |
---|---|---|---|---|
AGP | O | 0.061 | 0.90 | 0.99 |
F | 0.041 | 0.96 | 0.99 | |
G | 0.050 | 0.95 | 0.99 | |
HMP | O | 0.036 | 0.91 | 0.99 |
F | 0.044 | 0.92 | 0.98 | |
G | 0.058 | 0.92 | 0.99 |