In order to get it to compile I had to use the jdom-1.1.3.jar file from http://www.jdom.org/dist/binary/archive/. After the zip file is extracted it can be found in the directory jdom-1.1.3\jdom\build.
You will need to right click on your project| Select Properties | Java Build Path | Libraries | Add External JARs.