What is a suburb?

I remember an exercise a few years ago where we tried to find a formula for defining which municipalities in New Jersey were suburban.  None of efforts ever treated Jersey City as suburban.  But Joel Kotkin appears to be treating places like Jersey City as suburbs in his latest analysis of sprawl.