Oy. Linear elasticity I think we all understand. Nonlinear elastic is what a rubber band does (the stress-strain curve is not linear, but it is more or less repeatable from one loading application to the next). Inelastic says that the stress-strain curve depends on variables other than stress and strain, i.e. strain rate or prior stress history, time, etc., and that those variables shift the stress-strain curve left/right or up/down (permanent deformations take place), and thus the stress-strain curve of one loading may not be duplicated by the next loading/unloading cycle. Mostly we use time-dependent behaviors to describe inelastic materials. Thus plastic, elastic/plastic with strain hardening, viscoelastic, etc. Hysteresis in rubber would be an example of inelastic behavior (even though the curve repeats, you need to know which direction the loading is going to know which curve to follow in the stress-strain diagram).
My $.02...