I don't degrease, as it tends to flush out lube from the interior parts of the chain where you need it. On the other hand, lube on the exterior doesn't have any function other than to attract dirt and turn into gunk.
So, I just apply lube, wipe off the excess, and ride. Repeat ad infinitum.