The rare decoration in a set is marked by a blue question mark. That is the one you should try to obtain. The more decorations you unlock, the better your chances to get it. Be careful not to tap the double arrows icon, or the board will be shuffled and force you to start again. Always save a few decorations in your inventory to use when you unlock a new area.