Reducing the type II error rate in face recognition.

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Does anyone have some insight as to how to reduce the type II error rate to a very low rate, even at the expense of increasing the type I error rate?

In other words, we want to make sure an imposter would not be recognized as an authorized user even if we end up rejecting a high percentage of authorized user.

Thanks for any help/idea