Funnily, "Me either" is also an americanism that seems rather foreign to me. (Me neither would be more likely to be used in the UK in my experience). I think both are rather informal and so neither is necessarily incorrect.

http://ell.stackexchange.com/questions/33544/what-is-the-dif...