I'm in Midwestern America, Northeast Ohio specifically, but I'm from the South.
I always knock on any closed doors unless there is some kind of signage indicating to do otherwise.
I'm also from NE Ohio, and at home with a closed door, we try the handle. At someone else's home (that is not family) I knock.
In public, I try the handle.