Table 3 Summary of the primary and final input variables of bacteria features in data pre-processing
From: A supervised machine learning tool to predict the bactericidal efficiency of nanostructured surface
| Â | Â | Â | Raw Data | Data Transformation | Dataset I |
|---|---|---|---|---|---|
Category | Features | Type | Range or Labels | Â | Â |
Bacteria | Bacteria Strain | Nominal | E.coli, P. aeruginosa, S. aureus, S. epidermidis, B. subtilis, F. nucleatum, E. faecalis, P. gingivalis, L. monocytogenes, K. pneumoniae, C.auris, M. smegamatis | Eliminated, use other features instead | - |
Gram-stain type | Positive, Negative | Selected | Positive, Negative | ||
Motility | Motile, Nonmotile | Motile, Nonmotile | |||
Shape | Rod, Spherical | Rod, Spherical |