zigeomUC: Zero-Inflated Geometric Distribution

In VGAM: Vector Generalized Linear and Additive Models

Zero-Inflated Geometric Distribution

Description

Density, and random generation for the zero-inflated geometric distribution with parameter pstr0.

Usage

dzigeom(x, prob, pstr0 = 0, log = FALSE)
pzigeom(q, prob, pstr0 = 0)
qzigeom(p, prob, pstr0 = 0)
rzigeom(n, prob, pstr0 = 0)

Arguments

x, q	vector of quantiles.
p	vector of probabilities.
prob	see dgeom.
n	Same as in runif.
pstr0	Probability of structural zero (ignoring the geometric distribution), called \phi. The default value corresponds to the response having an ordinary geometric distribution.
log	Logical. Return the logarithm of the answer?

Details

The probability function of Y is 0 with probability \phi, and geometric(prob) with probability 1-\phi. Thus

P(Y=0) =\phi + (1-\phi) P(W=0)

where W is distributed geometric(prob).

Value

dzigeom gives the density, pzigeom gives the distribution function, qzigeom gives the quantile function, and rzigeom generates random deviates.

Note

The argument pstr0 is recycled to the required length, and must have values which lie in the interval [0,1].

These functions actually allow for zero-deflation. That is, the resulting probability of a zero count is less than the nominal value of the parent distribution. See Zipois for more information.

Author(s)

T. W. Yee

See Also

zigeometric, dgeom.

Examples

prob <- 0.5; pstr0 <- 0.2; x <- (-1):20
(ii <- dzigeom(x, prob, pstr0))
max(abs(cumsum(ii) - pzigeom(x, prob, pstr0)))  # Should be 0
table(rzigeom(1000, prob, pstr0))

## Not run:  x <- 0:10
barplot(rbind(dzigeom(x, prob, pstr0), dgeom(x, prob)),
   beside = TRUE, col = c("blue","orange"),
   ylab = "P[Y = y]", xlab = "y", las = 1,
   main = paste0("zigeometric(", prob, ", pstr0 = ", pstr0,
                 ") (blue) vs", " geometric(", prob, ") (orange)"),
   names.arg = as.character(x)) 
## End(Not run)

VGAM documentation built on Sept. 18, 2024, 9:09 a.m.