Somehow your comment comes across as very innocent and cute :) just don't worry about it man, it wasn't directed at you, it is directed at physicists and to us it makes sense.
We do indeed approach most problems as parametric regression, and usually there are some bounds on the parameter values from outside the data. Sometimes this is called fitting a curve.
