either one depends on the size of the device. they both work with the same basic principal but the supercharger is probably easier to install due to the fact that you don't have to re-plumb the exhaust.
the supercharger will give you more torque across the RPM range. Turbo's get the most HP. The car with the most torque wins drag races, the car with the most HP wins long term races.