(Available at Home Depot, a good product is Elmer´s).
Apply at least 2 heavy coats to the back surface of each tile. Do not leave tiles in direct sunlight, as this will dry the rubber cement and it will be very hard to remove later.
DO NOT use tape. Using tape will make grouting more difficult, exposing tiles to damage.