This may or may not help. I am running Linux Mint Debian Edition, so I can't get into the details of what you need to do, but here is a link to Epson's Linux driver for your printer:
http://www.epson.com/cgi-bin/Store/s...Other&x=14&y=5
There is an RPM and also a source file there.
This link may or may not work. If it does, it takes you to the file download page:
http://www.avasys.jp/lx-bin2/linux_e/spc/DL2.do
If you can't get your printer to work under Fedora, you can try another distro if you don't have too much time invested in customizing Fedora.
Donald