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Econometric Theory
Article
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Econometric Theory
Article . 2013 . Peer-reviewed
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Article . 2013
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EconStor
Research . 2010
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Nonparametric identification of accelerated failure time competing risks models

Authors: Sokbae Lee; Arthur Lewbel;

Nonparametric identification of accelerated failure time competing risks models

Abstract

We provide new conditions for identification of accelerated failure time competing risks models. These include Roy models and some auction models. In our setup, unknown regression functions and the joint survivor function of latent disturbance terms are all nonparametric. We show that this model is identified given covariates that are independent of latent errors, provided that a certain rank condition is satisfied. We present a simple example in which our rank condition for identification is verified. Our identification strategy does not depend on identification at infinity or near zero, and it does not require exclusion assumptions. Given our identification, we show estimation can be accomplished using sieves.

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Keywords

Nichtparametrisches Verfahren, ddc:330, Modellierung, Estimation in survival analysis and censored data, identifiability, accelerated failure time models, Risiko, Fehlzeit, accelerated failure time models; competing risks; identifiability., Nonparametric estimation, competing risks

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    popularity
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    influence
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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!
15
Average
Top 10%
Average
bronze