Characterizing M-estimators
Abstract
We characterize the full classes of M-estimators for semiparametric models of general functionals by formally connecting the theory of consistent loss functions from forecast evaluation with the theory of M-estimation. This novel characterization result opens up the possibility for theoretical research on efficient and equivariant M-estimation and, more generally, it allows to leverage existing results on loss functions known from the literature of forecast evaluation in estimation theory.
- Publication:
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arXiv e-prints
- Pub Date:
- August 2022
- DOI:
- arXiv:
- arXiv:2208.08108
- Bibcode:
- 2022arXiv220808108D
- Keywords:
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- Mathematics - Statistics Theory;
- Economics - Econometrics
- E-Print:
- arXiv admin note: substantial text overlap with arXiv:2010.14146