The ageless Selanne scored on a power play at 1:29 of the third period to break a 1-1 tie, and Jonas Hiller stopped 21-of-22 shots on goal, 11 of which came in the third.
Nick Bonino also capitalized on a power play for Anaheim in the first period. Francois Beauchemin added an empty-netter late in the final period.
Senate Democrats to pull all-nighter on climate change
Scarlett Johansson steps out with fiance after pregnancy reveal