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There is more than one, depending on the problem and what exactly do you want to improve. For example RMSE is the measurement used for the Netflix Prize.


I really liked Greg's commentary on RMSE -- summed up my thoughts better than I could:

http://glinden.blogspot.com/2009/03/what-is-good-recommendat...




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