I used UHU Quickset Transparent Epoxy adhesive (2 tubes that you have to mix together). I did it about a week ago and it seems to be holding strong.
Thanks for all the suggestions. I got the stuff at Homepro. They had a huge selection of glues and adhesives. I just looked for one with English instructions that said it was good for stone or ceramics.