bm_MakeFormula: Standardized formula maker

In biomodhub/biomod2: Ensemble Platform for Species Distribution Modeling

Standardized formula maker

Description

This internal biomod2 function allows the user to create easily a standardized formula that can be used later by statistical models.

Usage

bm_MakeFormula(
  resp.name,
  expl.var,
  type = "simple",
  interaction.level = 0,
  k = NULL
)

Arguments

resp.name	a character corresponding to the response variable name
expl.var	a matrix or data.frame containing the explanatory variables that will be used at the modeling step
type	a character corresponding to the wanted type of formula, must be simple, quadratic, polynomial or s_smoother
interaction.level	an integer corresponding to the interaction level depth between explanatory variables
k	(optional, default NULL) An integer corresponding to the smoothing parameter value of s or s arguments (used only if type = 's_smoother')

Details

It is advised to give only a subset of expl.var table to avoid useless memory consuming.
If some explanatory variables are factorial, expl.var must be a data.frame whose corresponding columns are defined as factor.

Value

A formula class object that can be directly given to most of R statistical models.

Author(s)

Damien Georges

See Also

formula, s, s, bm_ModelingOptions, bm_Tuning, bm_RunModelsLoop

Other Secundary functions: bm_BinaryTransformation(), bm_CrossValidation(), bm_FindOptimStat(), bm_ModelingOptions(), bm_PlotEvalBoxplot(), bm_PlotEvalMean(), bm_PlotRangeSize(), bm_PlotResponseCurves(), bm_PlotVarImpBoxplot(), bm_PseudoAbsences(), bm_RunModelsLoop(), bm_SRE(), bm_SampleBinaryVector(), bm_SampleFactorLevels(), bm_Tuning(), bm_VariablesImportance()

Examples

## Create simple simulated data
myResp.s <- sample(c(0, 1), 20, replace = TRUE)
myExpl.s <- data.frame(var1 = sample(c(0, 1), 100, replace = TRUE),
                       var2 = rnorm(100),
                       var3 = 1:100)

## Generate automatic formula
bm_MakeFormula(resp.name = 'myResp.s',
               expl.var = head(myExpl.s),
               type = 'quadratic',
               interaction.level = 0)

biomodhub/biomod2 documentation built on April 30, 2024, 2:32 a.m.