On 26 Feb 2009, at 14:14, Max Kuhn wrote:

Do you know about any good reference that discusses kappa for classification and maybe CI for kappa???

You might also want to take a look at this survey article on kappa and its alternatives:

Artstein, Ron and Poesio, Massimo (2008). Survey article: Inter-coder agreement for computational linguistics. Computational Linguistics, 34(4), 555–596.

which you can download from

        http://www.aclweb.org/anthology-new/J/J08/

Alternatives to the standard Fleiss-Cohen asymptotic confidence intervals in the elementary 2x2 case are discussed in

Lee, J.J., Tu, Z. N.:"A Better Confidence for Kappa on Measuring Agreement Between Two Raters with Binary Outcomes" Journal of Computational and Graphical Statistics, 3:301-321, 1994.

which is available from JSTOR:

        http://www.jstor.org/stable/1390914

An S implementation of their approximations can be downloaded here:

        http://lib.stat.cmu.edu/S/kappa

I've started to evaluate the accuracy of these approximations with simulation experiments some time ago, but haven't found the time to follow up on it.

Hope this helps,
Stefan

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