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Export rxode2 transformation functions _powerD and _powerDi #784

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4 changes: 4 additions & 0 deletions NAMESPACE
Original file line number Diff line number Diff line change
Expand Up @@ -284,6 +284,7 @@ export(.rxSEeqUsr)
export(.rxSens)
export(.rxToSE)
export(.rxTransInfo)
export(.rxTransform)
export(.rxWithOptions)
export(.rxWithSink)
export(.rxWithSinkBoth)
Expand Down Expand Up @@ -331,6 +332,7 @@ export(assertVariableExists)
export(assertVariableName)
export(assertVariableNew)
export(binomProbs)
export(boxCoxInv)
export(cvPost)
export(dfWishart)
export(erf)
Expand Down Expand Up @@ -584,6 +586,8 @@ export(warnRxBounded)
export(write.template.server)
export(write.template.ui)
export(xlab)
export(yeoJohnson)
export(yeoJohnsonInv)
export(ylab)
export(zeroRe)
import(data.table)
Expand Down
116 changes: 108 additions & 8 deletions R/utils.R
Original file line number Diff line number Diff line change
Expand Up @@ -386,6 +386,67 @@ gammapInv <- function(a, p) {
gammapInva <- function(x, p) {
.Call(`_gammapInva`, x, p, PACKAGE = "rxode2")
}
#' rxode2 general transformation function
#'
#' @param x value that will be transformed
#' @param lambda lambda value for the transformation
#' @param transform transformation to use (can be integer or string
#' matching supported transformations)
#' @param low lower bound for the transformation
#' @param high upper bound for the transformation
#' @param inverse boolean if the inverse transformation should be performed
#' @return transformed value
#' @export
#' @author Matthew L. Fidler
#' @keywords internal
#' @examples
#'
#' logit(0.25)
#'
#' .rxTransform(0.25, transform="logit")
#'
#' expit(-1.09)
#'
#' .rxTransform(-1.09, transform="logit", inverse=TRUE)
#'
.rxTransform <- function(x, lambda=1.0,
low = 0.0, high = 1.0,
transform=c("boxCox", "yeoJohnson", "untransformed",
"lnorm", "logit", "logit + yeoJohnson",
"probit", "probit + yeoJohnson",
"logit + boxCox", "probit + boxCox"),
inverse=FALSE) {
if (is.integer(transform)) {
} else {
transform <- factor(match.arg(transform),
levels=c("boxCox", "yeoJohnson", "untransformed",
"lnorm", "logit", "logit + yeoJohnson",
"probit", "probit + yeoJohnson", "logit + boxCox",
"probit + boxCox"))
transform <- as.integer(transform)-1L
}
if (length(lambda) > 1 ||
length(low) > 1 ||
length(high) > 1 ||
length(transform) > 1 ||
length(inverse) > 1) {
.df <- data.frame(x = x, lambda = lambda, low = low, high = high,
transform=transform, inverse=inverse)
vapply(1:nrow(.df),
function(i) {
.powerD(.df$x[i], .df$lambda[i], .df$low[i], .df$high[i],
.df$transform[i], .df$inverse[i])
}, numeric(1), USE.NAMES = FALSE)
} else {
checkmate::assertNumeric(x, any.missing = FALSE)
checkmate::assertNumeric(lambda, any.missing = FALSE)
checkmate::assertNumeric(low, any.missing = FALSE)
checkmate::assertNumeric(high, any.missing = FALSE)
checkmate::assertInteger(transform, any.missing = FALSE)
checkmate::assertLogical(inverse, any.missing = FALSE)
.Call(`_rxode2_powerD`, x, low, high, lambda, transform, inverse)
}
}

#' logit and inverse logit (expit) functions
#'
Expand Down Expand Up @@ -435,22 +496,27 @@ gammapInva <- function(x, p) {
#' logitNormInfo(logit(0.25), sd = 0.1)
#'
#' logitNormInfo(logit(1, 0, 10), sd = 1, low = 0, high = 10)
#'
#' @export
logit <- function(x, low = 0, high = 1) {
.Call(`_logit`, x, low, high, PACKAGE = "rxode2")
.rxTransform(x, 1.0, low, high, 4L, FALSE)
}
#' @rdname logit
#' @export
expit <- function(alpha, low = 0, high = 1) {
.Call(`_expit`, alpha, low, high, PACKAGE = "rxode2")
.rxTransform(alpha, 1.0, low, high, 4L, TRUE)
}

#' @rdname logit
#' @export
logitNormInfo <- function(mean = 0, sd = 1, low = 0, high = 1, abs.tol = 1e-6, ...) {
.fM1 <- function(x) .Call(`_expit`, x, low, high, PACKAGE = "rxode2") * dnorm(x, mean = mean, sd = sd)
.fM1 <- function(x) {
expit(x, low, high) * dnorm(x, mean = mean, sd = sd)
}
.m <- integrate(.fM1, -Inf, Inf, abs.tol = abs.tol, ...)$value
.fV <- function(x) (.Call(`_expit`, x, low, high, PACKAGE = "rxode2") - .m)^2 * dnorm(x, mean = mean, sd = sd)
.fV <- function(x){
(expit(x, low, high) - .m)^2 * dnorm(x, mean = mean, sd = sd)
}
.v <- integrate(.fV, -Inf, Inf, abs.tol = abs.tol, ...)$value
c(mean = .m, var = .v, cv = sqrt(.v) / .m)
}
Expand All @@ -470,26 +536,60 @@ logitNormInfo <- function(mean = 0, sd = 1, low = 0, high = 1, abs.tol = 1e-6, .
#' probitNormInfo(probit(1, 0, 10), sd = 1, low = 0, high = 10)
#' @export
probit <- function(x, low = 0, high = 1) {
.Call(`_probit`, x, low, high, PACKAGE = "rxode2")
.rxTransform(x, 1.0, low, high, 6L, FALSE)
}

#' @rdname probit
#' @export
probitInv <- function(x, low = 0, high = 1) {
.Call(`_probitInv`, x, low, high, PACKAGE = "rxode2")
.rxTransform(x, 1.0, low, high, 6L, TRUE)
}


#' @rdname logit
#' @export
probitNormInfo <- function(mean = 0, sd = 1, low = 0, high = 1, abs.tol = 1e-6, ...) {
.fM1 <- function(x) .Call(`_probitInv`, x, low, high, PACKAGE = "rxode2") * dnorm(x, mean = mean, sd = sd)
.fM1 <- function(x) probitInv(x, low, high) * dnorm(x, mean = mean, sd = sd)
.m <- integrate(.fM1, -Inf, Inf, abs.tol = abs.tol, ...)$value
.fV <- function(x) (.Call(`_probitInv`, x, low, high, PACKAGE = "rxode2") - .m)^2 * dnorm(x, mean = mean, sd = sd)
.fV <- function(x) (probitInv(x, low, high) - .m)^2 * dnorm(x, mean = mean, sd = sd)
.v <- integrate(.fV, -Inf, Inf, abs.tol = abs.tol, ...)$value
c(mean = .m, var = .v, cv = sqrt(.v) / .m)
}

#' boxCox/yeoJohnson and inverse boxCox/yeoJohnson functions
#'
#' @param x input value(s) to transform
#' @param lambda lambda value for the transformation
#' @return values from boxCox and boxCoxInv
#' @export
#'
#' boxCox(10, 0.5)
#'
#' boxCoxInv(4.32, 0.5)
#'
#' yeoJohson(10, 0.5)
#'
#' yeoJohnsonInv(4.32, 0.5)
#'
boxCox <- function(x, lambda = 1.0) {
checkmate::assertNumeric(x, lower=0.0, any.missing=FALSE)
.rxTransform(x, lambda, low=0.0, high=1.0, 0L, FALSE)
}
#' @rdname boxCox
#' @export
boxCoxInv <- function(x, lambda = 1.0) {
.rxTransform(x, lambda, low=0.0, high=1.0, 0L, TRUE)
}
#' @rdname boxCox
#' @export
yeoJohnson <- function(x, lambda = 1.0) {
.rxTransform(x, lambda, low=0.0, high=1.0, 1L, FALSE)
}
#' @rdname boxCox
#' @export
yeoJohnsonInv <- function(x, lambda = 1.0) {
.rxTransform(x, lambda, low=0.0, high=1.0, 1L, TRUE)
}
#' Get/Set the number of threads that rxode2 uses
#'
#' @param threads NULL (default) rereads environment variables. 0
Expand Down
28 changes: 28 additions & 0 deletions man/boxCox.Rd

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52 changes: 52 additions & 0 deletions man/dot-rxTransform.Rd

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1 change: 1 addition & 0 deletions man/logit.Rd

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