The collision was reported about 2:30 a.m. at the intersection of 88th Street and Broadway, a spokesperson for the Los Angeles Police Department said.
The victim, later identified as 57-year-old Albert Arnold, died at the scene.
The suspect's vehicle was said to be possibly a late-model, dark-colored Chevrolet Tahoe. Witnesses described the driver only as a heavyset male.