File taxes as Head of Household when my wife has no income

I wonder if I can file taxes as Head of Household even when I am married but my wife is under a visa that makes her not elegible for a work permit so she has no income, she is in fact my dependant the same as my 2 children (ages 10 and 7) they all has ITIN number.