Table 3.
Results of the multiple linear regression. Regression included only those variables with tolerance >0.1 and the variance inflation factor (VIF) <10 during coillinearity diagnostics. If the value of tolerance is less than 0.2 and, simultaneously, the value of VIF 10 and above, then the multicollinearity is problematic (Hair et al., 2010).
Non standardised coefficient |
Standardised coefficients | T | Sig. | Collinearity statistics |
|||
---|---|---|---|---|---|---|---|
Regression coefficient B | SD | β | Tolerance | VIF | |||
(Constant) | 10.324 | 3.555 | 2.904 | 0.034 | |||
Water | −0.531 | 0.338 | −0.199 | −1.572 | 0.177 | 0.391 | 2.56 |
MSIEI | −5.324 | 1.359 | −0.445 | −3.917 | 0.011 | 0.487 | 2.053 |
NP | −0.002 | 0.002 | −0.148 | −0.988 | 0.369 | 0.28 | 3.577 |
SHAPE_CV | −0.003 | 0.025 | −0.017 | −0.117 | 0.911 | 0.303 | 3.301 |
Forest | −1.896 | 0.709 | −0.356 | −2.674 | 0.044 | 0.355 | 2.82 |
Near zone | 0 | 0.002 | −0.022 | −0.159 | 0.88 | 0.314 | 3.183 |
Settlement | 1.118 | 0.341 | 0.478 | 3.273 | 0.022 | 0.294 | 3.404 |
GYRATE_MD | −0.001 | 0.002 | −0.033 | −0.211 | 0.841 | 0.257 | 3.889 |
PR | 0.055 | 0.021 | 0.362 | 2.647 | 0.046 | 0.335 | 2.984 |
SHAPE_MD | 6.732 | 1.626 | 0.647 | 4.139 | 0.009 | 0.257 | 3.891 |
PARA_RA | −0.004 | 0.002 | −0.418 | −2.746 | 0.04 | 0.272 | 3.683 |
Road | −1.63 | 0.417 | −0.649 | −3.906 | 0.011 | 0.227 | 4.399 |
Middle zone | −7.90E−05 | 0 | −0.161 | −1.268 | 0.261 | 0.39 | 2.564 |
Far zone | 0 | 0 | 0.609 | 2.691 | 0.043 | 0.123 | 8.155 |
AREA_AM | −0.001 | 0 | −0.636 | −4.158 | 0.009 | 0.268 | 3.725 |
Variables: Area-weighted mean patch area distribution (AREA_AM), median radius of gyration distribution (GYRATE_MD), modified Simpson’s evenness index (MSIEI), number of patches (NP), patch richness (PR), range perimeter–area ratio distribution (PARA_RA), coefficient of variation shape index distribution (SHAPE_CV), median shape index distribution (SHAPE_MD).