Exhibition center is located on West Bay/ Embassy area, there is no flat around. Only Hotel & Vila.
The closest to the area is Intercontinental hotel. Less than 3 minutes drive.
The other options are Ezdan service apartment/Four Season hotel/Movenpic hotel/Bevery Hills Tower/Doha Hilton. Those close to City Center Mall. Will take you less than 10 minutes drive to exhibition center.