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The Annals of Statistics
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The Annals of Statistics
Article . 1997 . Peer-reviewed
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EconStor
Research . 1996
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Penalized quasi-likelihood estimation in partial linear models

Authors: Mammen, Enno; van de Geer, Sara;

Penalized quasi-likelihood estimation in partial linear models

Abstract

The problem of estimation of the function \(F(\theta_0'x +m_0(z))\) is solved, where \(F:R\to R\) is a given function, \(\Theta_0\in R^{d_1}\) an unknown parameter, and \(M_0 (z)\) an unknown function in a given class of functions. The authors propose quasi-likelihood estimators as estimators of the unknown characteristics basing on a sample from the random vector \((Y,T)\), where \(T= (X,Z)\), \(X\in R^{d_1}\) and \(Z\in R^{d_2}\). The statistical properties of the proposed estimators are studied. In particular, asymptotic normality and consistency are proved.

Country
Germany
Keywords

330, consistency, penalized-likelihood, ddc:330, 330 Wirtschaft, asymptotic normality, 17 Wirtschaft, rates of convergence, Asymptotic properties of nonparametric inference, Asymptotic normality, 62G05, Nonparametric estimation, 62G20

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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!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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