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2005 Dec 04
1
Understanding nonlinear optimization and Rosenbrock's banana valley function?
...b } nlm(banana1, c(-1.2, 1)) # solved the problem in 24 iterations nlminb(c(-1.2, 1), banana, Dbanana)# solution in 35 iterations D2banana <- function(x){ a11 <- (2 - 400*(x[2] - x[1]^2) + 800*x[2]*x[1]^2) a21 <- (-400*x[1]) matrix(c(a11,a21,a21,200),2,2) } banana2 <- function(x){ b <- 100*(x[2]-x[1]^2)^2+(1-x[1])^2 attr(b, "gradient") <- Dbanana(x) attr(b, "hessian") <- D2banana(x) b } nlm(banana2, c(-1.2, 1)) # Found the valley but not the minimum # in the default 100 iterations. nlm(banana2, c(-1.2, 1), iterlim=...