I've been told by many cyclists that the most effective thing to do is stop if you can't outsprint it, look at the dog, and shout "GO HOME!!" I actually did do that not long ago to a dog who was chasing a boy on a bike, and he stopped chasing the kid, looked totally abashed, and started sniffing the grass. In other words, it seemed to work.