R: One-inflated Zipf Distribution Family Function

oizipf {VGAM} | R Documentation

## One-inflated Zipf Distribution Family Function

### Description

Fits a 1-inflated Zipf distribution.

### Usage

    oizipf(N = NULL, lpstr1 = "logitlink", lshape = "loglink",
      type.fitted = c("mean", "shape", "pobs1", "pstr1", "onempstr1"),
      ishape = NULL, gpstr1 = ppoints(8), gshape = exp((-3:3) / 4), zero = NULL)

### Arguments

`N` | Same as `zipf`.
`lpstr1, lshape` | For `lpstr1`: the same idea as `zipoisson` except it applies to a structural 1.
`gpstr1, gshape, ishape` | For initial values. See `CommonVGAMffArguments` for information.
`type.fitted, zero` | See `CommonVGAMffArguments` for information.

### Details

The 1-inflated Zipf distribution is a mixture distribution of the Zipf 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 zero-inflated Poisson, i.e., the probability P[Y=1] involves another parameter phi. See `zipoisson`.

This family function can handle multiple responses.

### Value

An object of class `"vglmff"` (see `vglmff-class`). The object is used by modelling functions such as `vglm`, `rrvglm` and `vgam`.

### Warning

Under- or over-flow may occur if the data is ill-conditioned. Lots of data is needed to estimate the parameters accurately. Usually, probably the shape parameter is best modelled as intercept-only.

### Author(s)

Thomas W. Yee

### See Also

`Oizipf`. `zipf`, `Oizeta`.

### Examples

    ## Not run:  odata <- data.frame(x2 = runif(nn <- 1000))  # Artificial data
    odata <- transform(odata, pstr1 = logitlink(-1 + x2, inverse = TRUE),
                              myN   = 10,
                              shape = exp(-0.5))
    odata <- transform(odata, y1 = roizipf(nn, N = myN, s = shape, pstr1 = pstr1))
    with(odata, table(y1))
    fit1 <- vglm(y1 ~ x2, oizipf(zero = "shape"), data = odata, trace = TRUE)
    coef(fit1, matrix = TRUE)

    ## End(Not run)

[Package VGAM version 1.1-3 Index]