Although it seems perfectly alright to apply a slow-release Nitrogen-containing fertilizer now, in late January, I have followed the tradition of waiting until mid-February; the fact that weather patterns have been much warmer in Winter (except in 2010) here near the coast in southeast Florida, gives one reason to start fertilizing earlier.
Non-Nitrogen fertilizers can be applied at any time of year.