English

Existence and uniqueness of weighted generalized $\psi$-estimators

Statistics Theory 2025-09-16 v2 Classical Analysis and ODEs Statistics Theory

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).

Keywords

Cite

@article{arxiv.2211.06026,
  title  = {Existence and uniqueness of weighted generalized $\psi$-estimators},
  author = {Matyas Barczy and Zsolt Páles},
  journal= {arXiv preprint arXiv:2211.06026},
  year   = {2025}
}

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46 pages