In Roman society, children weren't seen as full people. If a parent possessed a child that was unwanted they would abandon them until they either were adopted by somebody that did want them, or succumbed to exposure. It would come to no surprise then, that this was a common practice among prostitutes in Roman society. (Not to discourage a more comprehensive answer, if there was something special about the children of prostitutes then I'd be very interested in hearing it)