Since I live down south, I leave them outside for most part of winter and I do fertilize them. But I reduce frequency on both watering and fertilizing, expecially during colder days because I try to avoid to leave them wet and cold out there.
I am sure other experts have more experience with winter care, and have their ways to take care of them.