Police said the gun fight began late at night in the house where the party was going on, and then continued into the streets in Brooklyn area.
The party was announced on Facebook as "Freaky Friday" and guests were charged $5 as entrance fee.
Police said the shooting took place after two people started arguing for reasons that remain unknown.Nine people suffering bullet wounds were taken to hospital, where one of them, a young man aged 20, died.