The New York Post says the Umbrella Hotel in Kew Gardens now has hotel closed signs posted in the lobby.
A 17-year-old boy was shot in the third-floor hallway. Police say he was shot at least once in the chest.
The teen was pronounced dead at the hospital.
Police recovered a weapon at the scene and are currently working to track down the gunman.
The circumstances surrounding the shooting are unknown.