Log Link Function with an Offset
Computes the log transformation with an offset, including its inverse and the first two derivatives.
logofflink(theta, offset = 0, inverse = FALSE, deriv = 0, short = TRUE, tag = FALSE)
The log-offset link function is very commonly used for parameters that
are greater than a certain value.
In particular, it is defined by log(theta + offset)
where
offset
is the offset value. For example,
if offset = 0.5
then the value of theta
is restricted
to be greater than -0.5.
Numerical values of theta
close to -offset
or out of range
result in
Inf
, -Inf
, NA
or NaN
.
For deriv = 0
, the log of theta+offset
, i.e.,
log(theta+offset)
when inverse = FALSE
,
and if inverse = TRUE
then
exp(theta)-offset
.
For deriv = 1
, then the function returns
d theta
/ d eta
as a function of theta
if inverse = FALSE
,
else if inverse = TRUE
then it returns the reciprocal.
Here, all logarithms are natural logarithms, i.e., to base e.
The default means this function is identical to loglink
.
Numerical instability may occur when theta
is
close to -offset
.
Thomas W. Yee
McCullagh, P. and Nelder, J. A. (1989). Generalized Linear Models, 2nd ed. London: Chapman & Hall.
## Not run: logofflink(seq(-0.2, 0.5, by = 0.1)) logofflink(seq(-0.2, 0.5, by = 0.1), offset = 0.5) log(seq(-0.2, 0.5, by = 0.1) + 0.5) ## End(Not run)
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