In category theory, is the filter
operation considered a morphism? If yes, what kind of morphism is it? Example (in Scala)
val myNums: Seq[Int] = Seq(-1, 3, -4, 2)
myNums.filter(_ > 0)
// Seq[Int] = List(3, 2) // result = subset, same type
myNums.filter(_ > -99)
// Seq[Int] = List(-1, 3, -4, 2) // result = identical than original
myNums.filter(_ > 99)
// Seq[Int] = List() // result = empty, same type
To answer are question like this, I'd like to first understand what is the essence of filtering.
For instance, does it matter that the input is a list? Could you filter a tree? I don't see why not! You'd apply a predicate to each node of the tree and discard the ones that fail the test.
But what would be the shape of the result? Node deletion is not always defined or it's ambiguous. You could return a list. But why a list? Any data structure that supports appending would work. You also need an empty member of your data structure to start the appending process. So any unital magma would do. If you insist on associativity, you get a monoid. Looking back at the definition of filter
, the result is a list, which is indeed a monoid. So we are on the right track.
So filter
is just a special case of what's called Foldable
: a data structure over which you can fold while accumulating the results in a monoid. In particular, you could use the predicate to either output a singleton list, if it's true; or an empty list (identity element), if it's false.
If you want a categorical answer, then a fold is an example of a catamorphism, an example of a morphism in the category of algebras. The (recursive) data structure you're folding over (a list, in the case of filter
) is an initial algebra for some functor (the list functor, in this case), and your predicate is used to define an algebra for this functor.