The DateFilter toolbar is a nice UI to select absolute dates (day, week, month, custom, etc). For relative dates, you can use the filter box (Alt-S to view) and enter something like:
ItemCreated > now-7 and ItemCreated < now
This will give you the last 7 days, and it is dynamic (as "now" returns the current date/time)