Jeffreys-prior penalty, finiteness and shrinkage in binomial-response generalized linear models

Ioannis Kosmidis, David Firth

Penalization of the likelihood by Jeffreys' invariant prior, or by a positive power thereof, is shown to produce finite-valued maximum penalized likelihood estimates in a broad cla…