We investigate preimage
entropy and show how to calculate it under the assumption of forward expansiveness.
We then define new invariants of noninvertible maps, called the upper
preimage entropy and the metric preimage entropy, and obtain variational
principles for them. Last, we prove a similar result for the Kolmogorov–Sinai
generator.