Since I'm studying Engineering I should probably be able to explain this to you in my own words, but this site does a good job of it:
http://www.efunda.com/formulae/solid_mechanics/mat_mechanics/plane_stress_principal.cfm
If you consider a given stress state, principal stresses are defined as...