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Existence and uniqueness of weighted generalized ψψ-estimators

Lithuanian Mathematical Journal (Lith. Math. J.), 2022
Abstract

We introduce the notions of generalized and weighted generalized ψ\psi-estimators as unique points of sign change of some appropriate functions, and we give necessary as well as sufficient conditions for their existence. We also derive a set of sufficient conditions under which the so-called ψ\psi-expectation function has a unique point of sign change. We present several examples from statistical estimation theory, where our results are well-applicable. For example, we consider the cases of empirical quantiles, empirical expectiles, some ψ\psi-estimators that are important in robust statistics, and some examples from maximum likelihood theory as well. Further, we introduce Bajraktarevi\'c-type (in particular, quasi-arithmetic-type) ψ\psi-estimators. Our results specialized to ψ\psi-estimators with a function ψ\psi being continuous in its second variable provide new results for (usual) ψ\psi-estimators (also called Z-estimators).

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