I can construct a formula that does what I desire starting with the character versions of terms in a formula, but I'm stumbling in starting with a formula object:
form1 <- Y ~ A + B
form1[-c(1,2)][[1]]
#A + B
Now how to build a formula object that looks like:
Y ~ poly(A, 2) + poly(B, 2) + poly(C, 2)
Or:
Y ~ pspline(A, 4) + pspline(B, 4) + pspline(C, 4)
Seems that it might involve a recursive walk along the RHS but I'm not getting progress. It just occurred to me that I might use
> attr( terms(form1), "term.labels")
[1] "A" "B"
And then use the as.formula
(character-expr) approach, but I's sorly of like to see an lapply (RHS_form, somefunc)
version of a polyize
(or perhaps polymer
?) function.
If I borrow some functions I originally wrote here, you could do something like this. First, the helper functions...
extract_rhs_symbols <- function(x) {
as.list(attr(delete.response(terms(x)), "variables"))[-1]
}
symbols_to_formula <- function(x) {
as.call(list(quote(`~`), x))
}
sum_symbols <- function(...) {
Reduce(function(a,b) bquote(.(a)+.(b)), do.call(`c`, list(...), quote=T))
}
transform_terms <- function(x, f) {
symbols_to_formula(sum_symbols(sapply(extract_rhs_symbols(x), function(x) do.call("substitute",list(f, list(x=x))))))
}
And then you can use
update(form1, transform_terms(form1, quote(poly(x, 2))))
# Y ~ poly(A, 2) + poly(B, 2)
update(form1, transform_terms(form1, quote(pspline(x, 4))))
# Y ~ pspline(A, 4) + pspline(B, 4)
There's a formula.tools package that provides various utility functions for working with formulas.
f <- y ~ a + b
rhs(f) # a + b
x <- get.vars(rhs(f)) # "a" "b"
r <- paste(sprintf("poly(%s, 4)", x), collapse=" + ") # "poly(a, 4) + poly(b, 4)"
rhs(f) <- parse(text=r)[[1]]
f # y ~ poly(a, 4) + poly(b, 4)
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