11 Model selection

Sometimes it can be difficult to see the forest for the trees (or anything at all if you spend all your time looking through the bottom of a wine glass). When faced with multiple competing explanations for observed phenomena we may represent these by multiple competing models. Model selection helps us see through the fog to tell us which is best supported. But, it doesn’t tell you whether any of your models is good. The wine was good.