A lesbian, gay, bisexual and transgender advocacy group that applied to march in the St. Patrick's Day Parade was turned away by the event's organizers because all of the spots have been filled, parade officials said Tuesday.

The group, Irish Queers, made its application nearly a week after parade officials for the first time said they would allow a gay group to march under its own banner in 2015.

Parade...