Semi-officially, the Midwest and South, as well as subtropical regions of the world.
According to the link here, they've recently been found in Los Angeles. So, they're gradually gaining more of a foothold in regions where they wouldn't otherwise be expected. Yum.
I refuse to be afraid of them, but I've developed a very healthy respect for spiders.