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Table 4 Regression statistics for ARIMA time series modeling of percent of high-severity fire per year for yellow pine-mixed conifer forests, fires ≥400 ha 1984 to 2010.

From: Trends in Wildfire Severity: 1984 to 2010 in the Sierra Nevada, Modoc Plateau, and Southern Cascades, California, USA

 

Last year in model

 

2010

2009

2008

2007

2006

2005

2004

Parameter estimates

       

Model variance (sigma squared)

0.0079

0.0078

0.0081

0.0084

0.0090

0.0088

0.0096

Intercept

0.3064

0.2986

0.3020

0.3055

0.3085

0.3009

0.3015

Linear trend

0.0028

0.0034

0.0031

0.0028

0.0026

0.0033

0.0032

Autoregressive function (AR) 1

−0.8560

−0.7972

−0.8108

−0.8302

−0.8031

−0.8228

−0.8169

AR 2

−0.6782

−0.5829

−0.6183

−0.6108

−0.5812

−0.5924

−0.5816

AR 3

−0.5713

−0.4404

−0.4414

−0.4403

−0.4232

−0.4638

−0.4583

AR 4

−0.5686

−0.5388

−0.5272

−0.5345

−0.5170

−0.5196

−0.5161

P (linear)

0.011

0.008

0.019

0.046

0.110

0.056

0.096

P (AR 1)

<0.001

0.001

0.002

0.002

0.004

0.004

0.005

P (AR 2)

0.023

0.053

0.051

0.057

0.086

0.079

0.099

P (AR 3)

0.039

0.127

0.135

0.140

0.174

0.139

0.160

P (AR 4)

0.008

0.012

0.016

0.016

0.026

0.026

0.035

Statistics of fit

       

Number of observations

27

26

25

24

23

22

21

Number of missing actuals

3

3

3

3

3

3

3

Number of model parameters

6

6

6

6

6

6

6

Mean square error

0.008

0.007

0.008

0.008

0.008

0.008

0.009

Root mean square error

0.088

0.086

0.088

0.089

0.091

0.090

0.092

Mean absolute percent error

25.924

24.491

25.293

26.260

27.334

26.154

27.500

Mean absolute error

0.074

0.071

0.073

0.075

0.078

0.074

0.078

R2

0.379

0.386

0.376

0.386

0.303

0.331

0.330

adjusted R2

0.207

0.205

0.182

0.182

0.054

0.074

0.050

Akaike information criterion

−104.805

−100.641

−94.900

−89.444

−83.796

−79.534

−73.745