I used Loctite brand "vinyl, fabric & plastic flexible adhesive (transparent)" from Lowes. Just make sure your surfaces are clean, apply as directed, and secure with copious masking tape while it cures. Two years later, and my disc is still attached solid.
Btw - Based on others recommendations I tried contact cement at first, but that was too thick and made a huge mess that took hours to clean up just to start over.