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Peter_de_Blanc comments on Bead Jar Guesses - Less Wrong
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Comments (127)
You could use a proper scoring rule.
A more comprehensive description:
T. Gneiting & A. E. Raftery (2007). `Strictly Proper Scoring Rules, Prediction, and Estimation'. Journal of the American Statistical Association 102(477):359-378. [pdf]