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Minimum # of Trials and Confidence

Posted By: Tom Keith
Date: Saturday, 16 October 2010, at 1:31 p.m.

In Response To: Minimum # of Trials and Confidence (Timothy Chow)

All those confidence percentages are implicitly based on the normal approximation. The normal approximation is correctly only asymptotically, i.e., when the number of trials is large.

I don't agree with the second sentence. Even a single (variance reduced) trial is normally distributed about the rollout mean, or close to it.

The problem with having a very low number of trials is that the bot's estimate of the standard deviation may be off. And if the estimate of SD is off, then the estimate of confidence will also be off.

(Maybe this is what you meant. But I thought it was worth emphasizing the point.)

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