Nothing
varSPR <- function(MLEs, varcov, LB_pars) {
var <- diag(varcov)
vars <- c("lSL50", "ldL", "lFM")
p1 <- 0
for (i in seq_along(MLEs)) p1 <- p1 + derivative(dSPR, x=MLEs[i], var=vars[i],
LB_pars=LB_pars)^2 * var[i]
p2 <- derivative(dSPR, x=MLEs[1], var=vars[1], LB_pars=LB_pars) *
derivative(dSPR, x=MLEs[2], var=vars[2], LB_pars=LB_pars) * varcov[1,2]
p3 <- derivative(dSPR, x=MLEs[1], var=vars[1], LB_pars=LB_pars) *
derivative(dSPR, x=MLEs[3], var=vars[3], LB_pars=LB_pars) * varcov[1,3]
p4 <- derivative(dSPR, x=MLEs[3], var=vars[3], LB_pars=LB_pars) *
derivative(dSPR, x=MLEs[2], var=vars[2], LB_pars=LB_pars) * varcov[3,2]
p1 + p2 + p3 + p4
}
dSPR <- function(x, LB_pars, var=c("lSL50", "ldL", "lFM"), Control=NULL) {
lvar <- match.arg(var)
ex <- exp(x)
if (lvar == "lFM") myslot <- "FM"
if (lvar == "lSL50") {
myslot <- "SL50"
ex <- ex * LB_pars@Linf
}
if (lvar == "ldL") {
myslot <- "SL95"
ex <- ex * LB_pars@Linf + LB_pars@L50
}
slot(LB_pars, myslot) <- ex
temp <- LBSPRsim_(LB_pars, Control=Control, verbose=FALSE, doCheck=FALSE)
temp@SPR
}
# From http://blog.quantitations.com/tutorial/2013/02/12/numerical-derivatives-in-r/
derivative <- function(f, x, ..., order = 1, delta = 0.0001, sig = 6) {
# Numerically computes the specified order derivative of f at x
vals <- matrix(NA, nrow = order + 1, ncol = order + 1)
grid <- seq(x - delta/2, x + delta/2, length.out = order + 1)
vals[1, ] <- sapply(grid, f, ...) - f(x, ...)
for (i in 2:(order + 1)) {
for (j in 1:(order - i + 2)) {
stepsize <- grid[i + j - 1] - grid[i + j - 2]
vals[i, j] <- (vals[i - 1, j + 1] - vals[i - 1, j])/stepsize
}
}
return(signif(vals[order + 1, 1], sig))
}
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