If you just got the car and previos owner says it maybe the filter tells me they didnt keep up with the maintainence. I'd start with a basic tune-up, oil, filter, plugs, fuel filter so YOU know those are done and are eliminated from the problems. HTH
If there no check engine light Fuel filter is a good possibilty. If there is a light have codes checked as ^^^^ stated