JOURNAL ARTICLE

The uniform consistency of maximum-likelihood estimators

P. A. P. Moran

Year: 1971 Journal:   Mathematical Proceedings of the Cambridge Philosophical Society Vol: 70 (3)Pages: 435-439   Publisher: Cambridge University Press

Abstract

Wald(4) proved that under rather weak conditions, maximum-likelihood estimators are consistent. In an earlier paper (3) he had promised to publish conditions under which they are uniformly consistent but he did not do so. As the uniformity of consistence of maximum-likelihood estimators is important in studying the asymptotic power of certain tests, particularly when the true value of the parameter lies on the boundary of the parameter space, the purpose of the present note is to fill this gap. The method of proof follows that of Wald(4) very closely.

Keywords:
Estimator Consistency (knowledge bases) Mathematics Maximum likelihood Statistics Maximum likelihood sequence estimation Wald test Applied mathematics Boundary (topology) Power (physics) Parameter space Econometrics Mathematical analysis Statistical hypothesis testing Discrete mathematics Physics

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Citation History

Topics

Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability
Mathematical Approximation and Integration
Physical Sciences →  Mathematics →  Numerical Analysis
Bayesian Methods and Mixture Models
Physical Sciences →  Computer Science →  Artificial Intelligence

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