I just recently re-glued the edges of my Molly's wig, which had come loose. I'd looked at some doll wig sites and they recommended a glue called E6000. I got some small tubes in a 4 pack at Hobby Lobby and it seems to be holding really well. You might give it a try.
Good Luck!