Table 3.
Results of tenfold cross-validation of regression-type and classification-type RF models. Average values of the statistics over all species are shown in the last row. AUC—area under the receiver operating curve, kappa—Cohen’s kappa coefficient.
Species | Regression RF | Classification RF | |
---|---|---|---|
AUC | kappa | kappa | |
C. aspera | 0.963 | 0.529 | 0.498 |
C. baltica | 0.943 | 0.274 | 0.213 |
C. canescens | 0.95 | 0.36 | 0.288 |
C. connivens | 0.947 | 0.275 | 0.236 |
T. nidifica | 0.894 | 0.156 | 0.127 |
M. spicatum | 0.948 | 0.507 | 0.469 |
P. perfoliatus | 0.955 | 0.462 | 0.424 |
R. maritima | 0.926 | 0.348 | 0.309 |
S. pectinata | 0.948 | 0.645 | 0.632 |
Z. palustris | 0.901 | 0.323 | 0.285 |
Z. marina | 0.943 | 0.427 | 0.351 |
Average | 0.938 | 0.391 | 0.348 |