I have not even seen dates for 2014 announced yet except for generalized statements that it is in Fall and begins in late Sep, but as noted above it usually starts the Friday of the last weekend in Sep and ends the Monday of Veteran's Day weekend.
The Flower and Garden Festival this year runs March 05 - May 18, 2014. I would expect similar dates for 2015, starting Wednesday and ending on a Sunday.