I got the following error:
Error 2 Value restriction. The value
\'gbmLikelihood\'
has been inferred to have generic typeval gbm
This error can happen when you declare a value that has a generic type. See for example this past SO question. In your case, the type suggests that you are trying to define a function, but the compiler does not see it as a syntactic function. This can happen if you perform some effects and then return function using the lambda syntax:
let wrong =
printfn "test"
(fun x -> x)
To avoid the problem, you need to write the function using the function syntax:
printfn "test"
let wrong x = x
EDIT: In your concrete example, the function gbmLikelihood
is created as a result of a partial function application. To make it compile, you need to turn it into an explicit function:
let gbmLikelihood parameters =
likelihood (fun data p -> Array.get p 0) (fun datac p -> Array.get p 1) parameters
For more information why this is the case & how it works, see also this great article on value restriction in F#.
Instead of making the parameters of gbmLikelihood
explicit you might also just add a generic type annotation to the function:
let gbmLikelihood<'a> =
likelihood (fun data p -> Array.get p 0) (fun datac p -> Array.get p 1)