The shooting took place at 9:40 a.m. EST (1440 GMT) at the Melbourne Square mall's food court and the gunman shot himself after firing five or six shots, local reports quoted witnesses as saying.
Melbourne police tweeted that "shooter is contained" and that police officers "have control of situation."
The police also said that the mall was temporarily closed.