Cold weather can make any battery work less efficiently.

While it's a good idea to carry spare batteries, if yours dies out in the cold, remove the battery and stick it somewhere close to your skin for 5 minutes or so.

After it's warmed up you can pop it back in the camera and probably get a few more shots before it dies again.

John