It happened around 11 p.m. Friday night near Armitage and Lawler.
Police say that two cars were involved in a chase and that people inside were throwing objects at each other when one driver lost control and struck three pedestrians.
A 52-year-old man died. Two other pedestrians were hospitalized.
At least five people were taken into custody. Charges are pending.