Article ID Journal Published Year Pages File Type
1149323 Journal of Statistical Planning and Inference 2010 9 Pages PDF
Abstract
P-values based on higher order asymptotic formulas such as p* are now readily available for practitioners. However, it is not always clear what these P-values mean for discrete models. For a canonical parameter, p* should approximate a tail probability of the conditional distribution. Yet when this conditional distribution becomes degenerate, p* still gives a non-degenerate answer. So there is the need for a more general interpretation of p*. Pierce and Peters (1999) have argued that p* approximates an approximately conditional P-value and, implicitly, that this is an inferentially sensible quantity worth approximating. We investigate these twin claims for the simple case of 2×2 tables. We find that approximately conditional P-values have rather erratic properties and that they are not especially well approximated by p*, particularly when the observed data are near the boundary of the sample space. We also argue that approximately conditional P-values suffer from two, previously unrecognised, logical flaws. The consequences of these conclusions are discussed.
Related Topics
Physical Sciences and Engineering Mathematics Applied Mathematics
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