Officers responded to a call reporting that someone had been shot in the city's West End neighborhood around 1:30 p.m. (1730 GMT), the Associated Press quoted police as saying.
The shooting occurred near a mall, police said in a news release, adding that a preliminary probe showed a man opened fire at two people of whom one fired back.
All three were shot and died.