The Fundamentals of Heavy Tails: Properties, Emergence, and Estimation

The best book on the extreme value theory.

Excerpts

This means that large values are much more likely to occur under a Pareto distribution than under a Gaussian or Exponential distribution. For example, you are much more likely to meet someone who’s income is 10 times the average than someone whose height is ten times the average.