Joint?

I am a new Wisconsin resident but my wife still resides in Illinois.
We will be filing a Joint Federal 1040 but can we file a Joint Wisconsin
Income Tax Return even though she'll remain an Illinois resident for 
a couple more years?  She does not work and does not earn any salary
in Illinois.