Do you charge this student for missed classes if he does not notify you? If you don't I suggest you start and perhaps that will have them take it more seriously.

If you are charging and he still is not showing up I would tell them that you have students that would really like that time slot and unfortunately if they are not going to show up you will have to give that slot to someone else.