I just use the stick Fabric Glue. I just weighted down the glued parts with a book. Worked for me; hope it works for you. They are in the craft dept. of Wal-Mart.
I have used Elmer's Glue on other things. It dried clear, but haven't used it for awhile, but think it is better than some others.Marta