compare_BIC: Compares the BIC of several outputs

In HelpersMG: Tools for Environmental Analyses, Ecotoxicology and Various R Functions

Compares the BIC of several outputs

Description

This function is used to compare the BIC of several outputs obtained with the same data but with different set of parameters.
Each object must have associated logLik() method with df and nobs attributes.
BIC for object x will be calculated as 2*factor.value*sum(logLik(x))+sum(attributes(logLik(x))$df)*log(attributes(logLik(x))$nobs)).
When several data (i..n) are included, the global BIC is calculated as:
2*factor.value*sum(logLik(x)) for i..n+sum(attributes(logLik(x))$df) for i..n*log(attributes(logLik(x))$nobs for i..n))

Usage

compare_BIC(
  ...,
  factor.value = -1,
  silent = FALSE,
  FUN = function(x) specify_decimal(x, decimals = 2)
)

Arguments

...	Successive results to be compared as lists.
factor.value	The $value of the list object is multiplied by factor.value to calculate BIC.
silent	If TRUE, nothing is displayed.
FUN	Function used to show values

Details

compare_BIC compares the BIC of several outputs obtained with the same data.

Value

A list with DeltaBIC and Akaike weight for the models.

Author(s)

Marc Girondot [e-mail]

See Also

Other AIC: ExtractAIC.glm(), FormatCompareAIC(), compare_AIC(), compare_AICc()

Examples

## Not run: 
library("HelpersMG")
# Here two different models are fitted
x <- 1:30
y <- rnorm(30, 10, 2)+log(x)
plot(x, y)
d <- data.frame(x=x, y=y)
m1 <- lm(y ~ x, data=d)
m2 <- lm(y ~ log(x), data=d)
compare_BIC(linear=m1, log=m2, factor.value=-1)
# Here test if two datasets can be modeled with a single model
x2 <- 1:30
y2 <- rnorm(30, 15, 2)+log(x2)
plot(x, y, ylim=c(5, 25))
plot_add(x2, y2, col="red")
d2 <- data.frame(x=x2, y=y2)
m1_2 <- lm(y ~ x, data=d2)
x_grouped <- c(x, x2)
y_grouped <- c(y, y2)
d_grouped <- data.frame(x=x_grouped, y=y_grouped)
m1_grouped <- lm(y ~ x, data=d_grouped)
compare_BIC(separate=list(m1, m1_2), grouped=m1_grouped, factor.value=-1)

## End(Not run)

HelpersMG documentation built on Sept. 12, 2024, 9:35 a.m.