1. Mittens to keep your hands warm between shots,
2. Wool hat that covers your ears,
3. A couple of pairs of socks to keep your feet relatively warm,
4. Invest in a good "silk" type thermal underwear. Its pretty light, but keeps you warm.
5. Dress in a couple of light layers.

If you still aren't warm, stay home - its too cold to play golf.