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% File src/library/stats/man/SSfpl.Rd
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% File src/library/stats/man/SSfpl.Rd
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% Part of the R package, https://www.R-project.org
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% Part of the R package, https://www.R-project.org
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% Copyright 1995-2010 R Core Team
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% Copyright 1995-2017 R Core Team
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% Distributed under GPL 2 or later
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% Distributed under GPL 2 or later
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\name{SSfpl}
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\name{SSfpl}
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\encoding{UTF-8}
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\title{Self-Starting Nls Four-Parameter Logistic Model}
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\title{Self-Starting Nls Four-Parameter Logistic Model}
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\alias{SSfpl}
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\encoding{UTF-8}
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\usage{
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\usage{
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SSfpl(input, A, B, xmid, scal)
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SSfpl(input, A, B, xmid, scal)
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}
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}
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\alias{SSfpl}
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\arguments{
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\arguments{
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\item{input}{a numeric vector of values at which to evaluate the model.}
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\item{input}{a numeric vector of values at which to evaluate the model.}
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\item{A}{a numeric parameter representing the horizontal asymptote on
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\item{A}{a numeric parameter representing the horizontal asymptote on
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the left side (very small values of \code{input}).}
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the left side (very small values of \code{input}).}
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\item{B}{a numeric parameter representing the horizontal asymptote on
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\item{B}{a numeric parameter representing the horizontal asymptote on
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midway between \code{A} and \code{B} at \code{xmid}.}
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midway between \code{A} and \code{B} at \code{xmid}.}
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\item{scal}{a numeric scale parameter on the \code{input} axis.}
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\item{scal}{a numeric scale parameter on the \code{input} axis.}
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}
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}
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\description{
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\description{
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This \code{selfStart} model evaluates the four-parameter logistic
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This \code{selfStart} model evaluates the four-parameter logistic
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function and its gradient. It has an \code{initial} attribute that
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function and its gradient. It has an \code{initial} attribute computing
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will evaluate initial estimates of the parameters \code{A}, \code{B},
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initial estimates of the parameters \code{A}, \code{B},
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\code{xmid}, and \code{scal} for a given set of data.
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\code{xmid}, and \code{scal} for a given set of data.
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}
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}
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\value{
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\value{
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a numeric vector of the same length as \code{input}. It is the value of
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a numeric vector of the same length as \code{input}. It is the value of
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the expression \code{A+(B-A)/(1+exp((xmid-input)/scal))}. If all of
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the expression \code{A+(B-A)/(1+exp((xmid-input)/scal))}. If all of
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\seealso{\code{\link{nls}}, \code{\link{selfStart}}
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\seealso{\code{\link{nls}}, \code{\link{selfStart}}
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}
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}
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\examples{
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\examples{
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Chick.1 <- ChickWeight[ChickWeight$Chick == 1, ]
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Chick.1 <- ChickWeight[ChickWeight$Chick == 1, ]
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SSfpl(Chick.1$Time, 13, 368, 14, 6) # response only
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SSfpl(Chick.1$Time, 13, 368, 14, 6) # response only
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local({
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A <- 13; B <- 368; xmid <- 14; scal <- 6
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A <- 13; B <- 368; xmid <- 14; scal <- 6
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SSfpl(Chick.1$Time, A, B, xmid, scal) # response and gradient
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SSfpl(Chick.1$Time, A, B, xmid, scal) # response _and_ gradient
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})
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print(getInitial(weight ~ SSfpl(Time, A, B, xmid, scal), data = Chick.1),
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print(getInitial(weight ~ SSfpl(Time, A, B, xmid, scal), data = Chick.1),
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digits = 5)
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digits = 5)
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## Initial values are in fact the converged values
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## Initial values are in fact the converged values
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fm1 <- nls(weight ~ SSfpl(Time, A, B, xmid, scal), data = Chick.1)
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fm1 <- nls(weight ~ SSfpl(Time, A, B, xmid, scal), data = Chick.1)
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summary(fm1)
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summary(fm1)
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\dontshow{
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require(graphics)
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## Visualizing the SSfpl() parametrization
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xx <- seq(-0.5, 5, len = 101)
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xx <- seq(-0.5, 5, len = 101)
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yy <- 1 + 4 / ( 1 + exp((2-xx)))
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yy <- 1 + 4 / (1 + exp((2-xx))) # == SSfpl(xx, *) :
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stopifnot( all.equal(yy, SSfpl(xx, A = 1, B = 5, xmid = 2, scal = 1)) )
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require(graphics)
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par(mar = c(0, 0, 3.5, 0))
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op <- par(mar = c(0, 0, 3.5, 0))
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plot(xx, yy, type = "l", axes = FALSE, ylim = c(0,6), xlim = c(-1, 5),
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plot(xx, yy, type = "l", axes = FALSE, ylim = c(0,6), xlim = c(-1, 5),
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xlab = "", ylab = "", lwd = 2,
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xlab = "", ylab = "", lwd = 2,
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main = "Parameters in the SSfpl model")
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main = "Parameters in the SSfpl model")
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mtext(quote(list(phi[1] == "A", phi[2] == "B", phi[3] == "xmid", phi[4] == "scal")))
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usr <- par("usr")
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usr <- par("usr")
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arrows(usr[1], 0, usr[2], 0, length = 0.1, angle = 25)
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arrows(usr[1], 0, usr[2], 0, length = 0.1, angle = 25)
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arrows(0, usr[3], 0, usr[4], length = 0.1, angle = 25)
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arrows(0, usr[3], 0, usr[4], length = 0.1, angle = 25)
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text(usr[2] - 0.2, 0.1, "x", adj = c(1, 0))
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text(usr[2] - 0.2, 0.1, "x", adj = c(1, 0))
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text(-0.1, usr[4], "y", adj = c(1, 1))
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text( -0.1, usr[4], "y", adj = c(1, 1))
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abline(h = 5, lty = 2, lwd = 0)
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abline(h = c(1, 5), lty = 3)
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arrows(-0.8, 2.1, -0.8, 0, length = 0.1, angle = 25)
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arrows(-0.8, c(2.1, 2.9),
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arrows(-0.8, 2.9, -0.8, 5, length = 0.1, angle = 25)
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-0.8, c(0, 5 ), length = 0.1, angle = 25)
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text(-0.8, 2.5, expression(phi[1]), adj = c(0.5, 0.5))
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text (-0.8, 2.5, quote(phi[1]))
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abline(h = 1, lty = 2, lwd = 0)
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arrows(-0.3, c(1/4, 3/4),
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arrows(-0.3, 0.25, -0.3, 0, length = 0.07, angle = 25)
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-0.3, c(0, 1 ), length = 0.07, angle = 25)
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arrows(-0.3, 0.75, -0.3, 1, length = 0.07, angle = 25)
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text (-0.3, 0.5, quote(phi[2]))
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text(-0.3, 0.5, expression(phi[2]), adj = c(0.5, 0.5))
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text(2, -.1, quote(phi[3]))
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segments(2, 0, 2, 3.3, lty = 2, lwd = 0.75)
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segments(c(2,3,3), c(0,3,4), # SSfpl(x = xmid = 2) = 3
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text(2, 3.3, expression(phi[3]), adj = c(0.5, 0))
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segments(3, 1+4/(1+exp(-1)) - 0.025, 3, 2.5, lty = 2, lwd = 0.75)
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c(2,3,2), c(3,4,3), lty = 2, lwd = 0.75)
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arrows(2.3, 2.7, 2.0, 2.7, length = 0.08, angle = 25)
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arrows(c(2.3, 2.7), 3,
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arrows(2.7, 2.7, 3.0, 2.7, length = 0.08, angle = 25)
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c(2.0, 3 ), 3, length = 0.08, angle = 25)
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text(2.5, 2.7, expression(phi[4]), adj = c(0.5, 0.5))
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text( 2.5, 3, quote(phi[4])); text(3.1, 3.5, "1")
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}
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par(op)
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}
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}
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\keyword{models}
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\keyword{models}
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