Follow the below mentioned steps to resolve this issue:

1. Open a new terminal window.

2. Login as run and run the following at command prompt:

DISPLAY=:0.0

xhost +

3. Now login as the Oracle user and retry launching Oracle Universal Installer. Hopefully you wouldn't get issue in Display variable now.

Environment - Oracle Linux 5.7 x86-64