Before going through the expensive route of changing the wheel bearing hub assembly (to change the wheel bearing) I would recommend checking your brake pads. My car did exactly the same so I took it to the dealer thinking I have to cough up $500 for repairs only to find out brake pads were the culprit. I am talking about rear bearing hub.