Existence and uniqueness of weighted generalized $\psi$-estimators
Abstract
We introduce the notions of generalized and weighted generalized -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 -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 -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) -estimators. Our results specialized to -estimators with a function being continuous in its second variable provide new results for (usual) -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}
}
Comments
46 pages