why can't you? All of the major distros can mount cds. If you can mount the cds, then you can read the readme/install files. Usually with these big ticket software programs, the readme files are pretty specific and come with good install and setup documentation - better than most people can explain.
How to install ORACLE on Linux ?
and which distribution to choose ?
and no, you didn't say anything about installing from cds.