Preference...do both...do barbell bench for 2-3 weeks, then switch over to dumbells. Doing both, through periodization, may benefit you best overall. Experiment with the two and keep it fresh, your muscles guessing. "Everything works, nothing works forever." (1)
(1)Credit: Quoting Gaz