Ubuntu 12.04 comes with a bug that it will not mount the cdrom on proper path and that prevents installation of applications from the Ubuntu Repositories even if you add the repositories via apt-cdrom successfully.
Whenever you try to install applications you'll get an error message like
E: Unable to stat the mount point /media/cdrom/ - stat (2: No such file or directory)
Here is how to fix this problem: