I prefer Splenda as it seems to taste less of chemicals, but it's really a case of what suits your tastes.
(Something to note; I know several people who react to aspartame - getting skin conditions, headaches etc - so if you notice anything like that it's worth changing to a sweetener that doesn't contain aspartame if it makes a difference?)