Is Frequentist Testing Vulnerable to the Base-Rate Fallacy?

This article calls into question the charge that frequentist testing is susceptible to the base-rate fallacy. It is argued that the apparent similarity between examples like the Harvard Medical School test and frequentist testing is highly misleading. A closer scrutiny reveals that such examples hav...

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Detalles Bibliográficos
Publicado en:Philosophy of Science Vol. 77; no. 4; pp. 565 - 584
Autor principal: Spanos, Aris
Formato: Artículo
Publicado: Cambridge University Press Oct2010
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Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario:This article calls into question the charge that frequentist testing is susceptible to the base-rate fallacy. It is argued that the apparent similarity between examples like the Harvard Medical School test and frequentist testing is highly misleading. A closer scrutiny reveals that such examples have none of the basic features of a proper frequentist test, such as legitimate data, hypotheses, test statistics, and sampling distributions. Indeed, the relevant error probabilities are replaced with the false positive/negative rates that constitute deductive calculations based on known probabilities among events. As a result, the ampliative dimension of frequentist induction--learning from data about the underlying data-generating mechanism--is missing.