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Table 2 Variable importance (0–1) for SDM of current Scots pine and downy oak distribution fitted by generalized linear model (GLM), artificial neural network (ANN), and multiple adaptive regression spline (MARS)

From: An improved species distribution model for Scots pine and downy oak under future climate change in the NW Italian Alps

 

Scots pine

Downy oak

Variable

GLM

MARS

ANN

GLM

MARS

ANN

AI

0.650

0.645

0.733

0.848

0.830

1.000

Slope

0.000

0.086

0.006

0.038

0.087

0.023

TPI

0.145

0.162

0.000

0.099

0.103

0.000

Southness

0.180

0.393

0.283

0.210

0.269

0.220

ATC

0.000

0.017

0.000

0.078

0.042

0.000

AWC

0.000

0.000

0.000

0.000

0.000

0.000

DR

0.000

0.000

0.000

0.251

0.138

0.000

ERO

0.000

0.000

0.000

0.000

0.000

0.000

OC

0.000

0.000

0.000

0.044

0.000

0.000

VS

0.000

0.000

0.000

0.160

0.000

0.000

Avalanches

0.000

0.000

0.000

0.000

0.000

0.000

Wildfires

0.010

0.000

0.000

0.000

0.000

0.000

Erosion

0.000

0.061

0.319

0.011

0.028

0.109

Depop

0.069

0.029

0.000

0.027

0.041

0.000

Roads

0.000

0.000

0.459

0.016

0.029

0.159

Buildings

0.000

0.017

0.367

0.027

0.155

0.201

VCF

0.000

0.028

0.018

0.000

0.024

0.023

NDVI

0.134

0.093

0.000

0.006

0.074

0.000

  1. Codes for explanatory variables are given in Table 1