Can you prevent strangers from driving on your driveway?

Yes you can, just by parking your vehicle at the end of the driveway where the strangers are unable to pull their vehicle onto your driveway. Yes, if you build a gate on the inside of your property line and clear of the public property "easement". Of course, that answer is dependant on the local regulations.