TABLE 2.
Model type | Discrimination accuracy | Functional accuracy | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Nonindependent | Quasi‐independent | Spatially blocked | Combined average | Abundance–suitability correlation | ||||||||||||
AUC | TSS | Kappa | AUC | TSS | Kappa | AUC | TSS | Kappa | Avg. AUC | Avg. TSS | Avg. Kappa | rall | rnonzero | ⍴all | ⍴nonzero | |
Presence–absence | 0.83 | 0.56 | 0.54 | 0.82 | 0.44 | 0.43 | 0.76 | 0.43 | 0.44 | 0.80 | 0.48 | 0.47 | 0.58 | 0.39 | 0.68 | 0.40 |
Presence–absence + Autocovariate | 0.88 | 0.65 | 0.63 | 0.90 | 0.72 | 0.70 | 0.86 | 0.54 | 0.53 | 0.88 | 0.69 | 0.62 | 0.59 | 0.40 | 0.69 | 0.43 |
Presence‐only (random pseudoabsence) | 0.88 | 0.66 | 0.65 | 0.87 | 0.63 | 0.62 | 0.86 | 0.54 | 0.54 | 0.87 | 0.61 | 0.60 | 0.47 | 0.28 | 0.62 | 0.26 |
Presence‐only (random pseudoabsence) + Autocovariate | 0.91 | 0.69 | 0.67 | 0.86↓ | 0.58↓ | 0.57↓ | 0.89 | 0.59 | 0.62 | 0.89 | 0.62 | 0.62 | 0.51 | 0.36 | 0.65 | 0.33 |
Presence‐only (distant pseudoabsence) | 0.98 | 0.87 | 0.86 | 0.87 | 0.61 | 0.59 | 0.91 | 0.73 | 0.73 | 0.92 | 0.74 | 0.73 | 0.40 | 0.26 | 0.61 | 0.20 |
Presence‐only (distant pseudoabsence) + Autocovariate | 0.99 | 0.99 | 0.99 | 1 | 1 | 1 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.26↓ | 0.24↓ | 0.62 | 0.21 |
Presence‐only (proximal pseudoabsence) | 0.76 | 0.43 | 0.43 | 0.86 | 0.62 | 0.61 | 0.64 | 0.32 | 0.35 | 0.75 | 0.45 | 0.46 | 0.48 | 0.25 | 0.64 | 0.30 |
Presence‐only (proximal pseudoabsence) + Autocovariate | 0.79 | 0.48 | 0.47 | 0.81↓ | 0.53↓ | 0.52↓ | 0.76 | 0.34 | 0.36 | 0.79 | 0.45 | 0.45↓ | 0.51 | 0.36 | 0.65 | 0.41 |
The final estimates of average discrimination accuracy measures and correlation derived functional accuracy measures are shown in bold.