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Two-Tailed p-Values and Coherent Measures of Evidence
Authors:Peter H Peskun
Institution:Mathematics and Statistics, York University, Toronto, Ontario, Canada
Abstract:ABSTRACT

In a test of significance, it is common practice to report the p-value as one way of summarizing the incompatibility between a set of data and a proposed model for the data constructed under a set of assumptions together with a null hypothesis. However, the p-value does have some flaws, one being in general its definition for two-sided tests and a related serious logical one of incoherence, in its interpretation as a statistical measure of evidence for its respective null hypothesis. We shall address these two issues in this article.
Keywords:e-Values  Point-null  one-sided  and interval null hypotheses  Stochastically increasing test statistic  Unconditional and conditional e-value sampling distributions
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