One-inflated Logarithmic Distribution Family Function
Fits a 1-inflated logarithmic distribution.
oilog(lpstr1 = "logitlink", lshape = "logitlink", type.fitted = c("mean", "shape", "pobs1", "pstr1", "onempstr1"), ishape = NULL, gpstr1 = ppoints(8), gshape = ppoints(8), zero = NULL)
lpstr1, lshape |
Link functions.
For |
gpstr1, gshape, ishape |
For initial values.
See |
type.fitted, zero |
See |
The 1-inflated logarithmic distribution is a mixture
distribution of the
logarithmic
distribution with some probability of obtaining a (structural) 1.
Thus there are two sources for obtaining the value 1.
This distribution is written here
in a way that retains a similar notation to the
one-inflated positive-Poisson, i.e., the
probability P[Y=1] involves another parameter phi.
See oipospoisson
.
This family function can handle multiple responses.
An object of class "vglmff"
(see vglmff-class
).
The object is used by modelling functions such as vglm
,
rrvglm
and vgam
.
Thomas W. Yee
## Not run: odata <- data.frame(x2 = runif(nn <- 1000)) # Artificial data odata <- transform(odata, pstr1 = logitlink(-1 + x2, inverse = TRUE), shape = 0.5) odata <- transform(odata, y1 = roilog(nn, shape, pstr1 = pstr1)) with(odata, table(y1)) fit1 <- vglm(y1 ~ x2, oilog(zero = "shape"), data = odata, trace = TRUE) coef(fit1, matrix = TRUE) ## End(Not run)
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