I'd cut them back after the first frost. Chrysanthemums aren't always fully hardy so mulching them over winter will protect them from the frost. Cut them back to a few inches above the soil. This winter is forecast to be quite cold, more than average, so give them a mulch 2-3 inches thick. If you have a greenhouse I'd lift them and store them. You can then split them or take cuttings in spring.