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#' @name Gompertz
#' @template SDist
#' @templateVar ClassName Gompertz
#' @templateVar DistName Gompertz
#' @templateVar uses in survival analysis particularly to model adult mortality rates.
#' @templateVar params shape, \eqn{\alpha}, and scale, \eqn{\beta},
#' @templateVar pdfpmf pdf
#' @templateVar pdfpmfeq \deqn{f(x) = \alpha\beta exp(x\beta)exp(\alpha)exp(-exp(x\beta)\alpha)}
#' @templateVar paramsupport \eqn{\alpha, \beta > 0}
#' @templateVar distsupport the Non-Negative Reals
#' @templateVar default shape = 1, scale = 1
#'
#' @template class_distribution
#' @template method_mode
#' @template method_entropy
#' @template method_kurtosis
#' @template method_pgf
#' @template method_mgfcf
#' @template param_decorators
#' @template param_shape
#' @template param_scale
#' @template field_packages
#'
#' @family continuous distributions
#' @family univariate distributions
#'
#' @export
Gompertz <- R6Class("Gompertz",
inherit = SDistribution, lock_objects = F,
public = list(
# Public fields
name = "Gompertz",
short_name = "Gomp",
description = "Gompertz Probability Distribution.",
packages = "extraDistr",
# Public methods
# initialize
#' @description
#' Creates a new instance of this [R6][R6::R6Class] class.
initialize = function(shape = NULL, scale = NULL, decorators = NULL) {
super$initialize(
decorators = decorators,
support = PosReals$new(zero = T),
type = PosReals$new(zero = T)
)
},
# stats
#' @description
#' Returns the median of the distribution. If an analytical expression is available
#' returns distribution median, otherwise if symmetric returns `self$mean`, otherwise
#' returns `self$quantile(0.5)`.
median = function() {
scale <- unlist(self$getParameterValue("scale"))
shape <- unlist(self$getParameterValue("shape"))
return((1 / scale) * log((-1 / shape) * log(1 / 2) + 1))
},
#' @description The probability generating function is defined by
#' \deqn{pgf_X(z) = E_X[exp(z^x)]}
#' where X is the distribution and \eqn{E_X} is the expectation of the distribution X.
#' @param ... Unused.
pgf = function(z, ...) {
return(NaN)
}
),
private = list(
# dpqr
.pdf = function(x, log = FALSE) {
if (checkmate::testList(self$getParameterValue("shape"))) {
mapply(
extraDistr::dgompertz,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
MoreArgs = list(x = x, log = log)
)
} else {
extraDistr::dgompertz(
x,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
log = log
)
}
},
.cdf = function(x, lower.tail = TRUE, log.p = FALSE) {
if (checkmate::testList(self$getParameterValue("shape"))) {
mapply(
extraDistr::pgompertz,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
MoreArgs = list(
q = x,
lower.tail = lower.tail,
log.p = log.p
)
)
} else {
extraDistr::pgompertz(
x,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
lower.tail = lower.tail,
log.p = log.p
)
}
},
.quantile = function(p, lower.tail = TRUE, log.p = FALSE) {
if (checkmate::testList(self$getParameterValue("shape"))) {
mapply(
extraDistr::qgompertz,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
MoreArgs = list(
p = p,
lower.tail = lower.tail,
log.p = log.p
)
)
} else {
extraDistr::qgompertz(
p,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
lower.tail = lower.tail,
log.p = log.p
)
}
},
.rand = function(n) {
if (checkmate::testList(self$getParameterValue("shape"))) {
mapply(
extraDistr::rgompertz,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale"),
MoreArgs = list(n = n)
)
} else {
extraDistr::rgompertz(
n,
b = self$getParameterValue("shape"),
a = self$getParameterValue("scale")
)
}
},
# traits
.traits = list(valueSupport = "continuous", variateForm = "univariate")
)
)
.distr6$distributions <- rbind(
.distr6$distributions,
data.table::data.table(
ShortName = "Gomp", ClassName = "Gompertz",
Type = "\u211D+", ValueSupport = "continuous",
VariateForm = "univariate",
Package = "-", Tags = ""
)
)
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