My book tells me it is an Orb Weaver spider. I took this photo last week,... common here in Texas, and quite common around the U.S. I believe. Yes, they get quite large and can certainly startle you when you walk up on them.

This site:
http://insects.tamu.edu/extension/bulletins/l-1787.html

....has a brief description and image of this spider.