I eventually gave up and tried the installation again. Within seconds it went just a little farther than it had previously and then stopped again. I tried a few more times and each time it went just slightly further in the installation but would quit shortly after. I then tried installing just Kubuntu and had a similar result. I don't know if it's just a hardware compatibility issue, I'll probably try installing on an older desktop just to see if it produces the same result.