Several entropy-like invariants have been defined for noninvertible maps, b
ased on various ways of measuring the dispersion of preimages and preimage
sets in the past. We investigate basic properties of four such invariants,
finding that their behavior in some ways differs sharply from the analogous
behavior for topological entropy.