Confirmation Bias

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confirmation bias

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#fairness

The tendency to search for, interpret, favor, and recall information in a way that confirms one’s preexisting beliefs or hypotheses. Machine learning developers may inadvertently collect or label data in ways that influence an outcome supporting their existing beliefs. Confirmation bias is a form of implicit bias.

Experimenter’s bias is a form of confirmation bias in which an experimenter continues training models until a preexisting hypothesis is confirmed.