Solving for the inverse of a function in R
I cannot comment as my reputation is too low. I am a newbie to R, and it took me a while to understand Mike's code as I was not used to the way functions are defined in his answer. Below is Mike's code in a longer, but (to me) easier readable notation:
inverse <- function(f, lower, upper){
function(y){
uniroot(function(x){f(x) - y}, lower = lower, upper = upper, tol=1e-3)[1]
}
}
square_inverse <- inverse(function(x){x^2}, 0.1, 100)
square_inverse(4)
I hope it helps others newbies as well.
What kind of inverse are you finding? If you're looking for a symbolic inverse (e.g., a function y that is identically equal to sqrt(x)) you're going to have to use a symbolic system. Look at ryacas for an R library to connect with a computer algebra system that can likely compute inverses, Yacas.
Now, if you need only to compute point-wise inverses, you can define your function in terms of uniroot as you've written:
> inverse = function (f, lower = -100, upper = 100) {
function (y) uniroot((function (x) f(x) - y), lower = lower, upper = upper)[1]
}
> square_inverse = inverse(function (x) x^2, 0.1, 100)
> square_inverse(4)
[1] 1.999976
For a given y
and f(x)
, this will compute x
such that f(x) = y
, also known as the inverse.