To change the date and time on your event, go into Edit Mode by clicking on "Edit" on your event page. Then click on the date and time, and a calendar will open up.
Your guests won't be notified of any date or time changes - you'll need to send them a text blast if you'd like to notify them!
You can't change the date and time for events that are in the past.