The book, Understanding User - Web Interactions Via Web Analytics, provides a review of several basic Web Analytic metrics and measure. However, we don't often discuss errors.
Accuracy of Web Analytics Measures - here is a nice White Paper on the Accuracy of Web Analytics measures.