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Using Noisy Evaluations to Measure Performance

Posted By: Timothy Chow
Date: Thursday, 31 March 2016, at 11:32 p.m.

In Response To: Using Noisy Evaluations to Measure Performance (Chris Yep)

I've stated this before but I feel that it's worth stating again.

The main problem with error rate measurements is that there are too many of them. Creating a new system just exacerbates this main problem.

For the error rate to mean anything, it has to be averaged over a very large sample. And if the sample is large enough, then I strongly suspect that every reasonable measure converges to the same limit anyway, up to a constant scale factor.

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