[R-sig-eco] Slow modelisation in Biomod2 package
Rajendra Mohan Panda
rmp.iit.kgp at gmail.com
Mon Jul 11 08:33:12 CEST 2016
Dear All
I am using on BIOMOD2 package for species distribution emsemble. I have
taken five models (GLM, CTA, RF, GBM, ANN), and fitted 12 environmental
variables.
My data points extend upto 9076.
I have increased memory size to 2g using 'rjava'
options(java.parameters = "-mex2g")
I have used following codes to run my model:
myBiomodModelOut <- BIOMOD_Modeling (myBiomodData,
models = c('GLM', 'GBM', 'CTA', 'ANN',
'RF'),
models.options = myBiomodOption,
NbRunEval=1,
DataSplit=80, Prevalence=0.5,
VarImport=3, models.eval.meth =
c('TSS', 'ROC'),
SaveObj = TRUE, rescal.all.models =
TRUE,
do.full.models = FALSE, modeling.id =
"test")
However, model response is very slow. Modelisation does not complete even
after three days (>72 hrs).
Can anybody explain the way to accelerate the process?
I will be thankful for your valuable advice.
Best Regards
Rajendra M Panda
School of Water Resources
Indian Institute of Technology Kharagpur
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