The standard Gorilla Glue brand glue is the common choice, but any of the expanding polyurethane based glues should be fine as well. I use Elmer branded "Ultimate Glue" with a raging blue minotaur on the bottle (much cheaper than Gorilla Glue).
Be sure to not get any on your skin.