The crash happened around 7:40 a.m., at the intersection of County Roads 51 and 63 near Northampton. Southampton Town Police say it appears Brown drove his compact car through a stop sign and was hit by the bus.
No criminal charges were filed, although the investigation remains open.
The rural area of Long Island is about 75 miles east of Manhattan.