Which visa they are in? If they are in visitors visa what is the ground for ITIN ?
If they are your dependent and you have applied for green card  and under process , in that case you can do it.

If allowed by law , you should enjoy it.  Do not be Penny wise, pound foolish. You're right Stupida.