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Article
Data sources: zbMATH Open
Econometrica
Article . 1996 . Peer-reviewed
Data sources: Crossref
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Convergence Rates of SNP Density Estimators

Convergence rates of SNP density estimators
Authors: Fenton, Victor M; Gallant, A Ronald;

Convergence Rates of SNP Density Estimators

Abstract

The seminonparametric (SNP) density estimator, proposed by \textit{A. R. Gallant} and \textit{D. W. Nychka} [ibid. 55, 363-390 (1987; Zbl 0631.62110)], has been used for structural, reduced form, and efficient method of moments estimation in economics, finance, and the health sciences. In assessing this body of applied work it is important to know if the choice of SNP for its computational convenience was well-advised. Rate results are useful in making this assessment. For an estimator \(\widehat{f}\) of a density \(f_0\), we derive the rate at which the \(L_1\)-norm \(\int^\infty_{-\infty} |f_0 - \widehat{f}|dx\) converges almost surely to zero, which is to be distinguished from results that deduce a rate from the leading term of an asymptotic expansion of \({\mathcal E} \int^\infty_{-\infty} |f_0 - \widehat{f}|dx\). Because our objective is to gain a qualitative understanding of the behavior of SNP relative to other density estimators, we restrict attention to the canonical case of a univariate density estimated from a random sample.

Keywords

Density estimation, seminonparametric density estimation, Asymptotic properties of nonparametric inference, structural, reduced form, method of moments estimation, almost sure convergence, Applications of statistics to economics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
30
Top 10%
Top 10%
Top 10%
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