A Comparison of Testing Methodologies

This is a mostly philosophical discussion of approaches to statistical hypothesis testing, including p-values, classical frequentist testing, Bayesian testing, and conditional frequentist testing. We also brie y discuss the issue of multiplicity, an issue of increasing concern in discovery. The article concludes with some musings concerning what it means to be a frequentist.