Semi‐parametric Estimation in a Single‐index Model with Endogenous Variables |
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Authors: | Melanie Birke,Sebastien Van  Bellegem,Ingrid Van  Keilegom |
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Affiliation: | 1. Institute of MathematicsUniversit?t Bayreuth;2. COREUniversité catholique de Louvain;3. Institute of StatisticsBiostatistics and Actuarial Sciences, Université catholique de Louvain |
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Abstract: | We consider a semiparametric single‐index model and suppose that endogeneity is present in the explanatory variables. The presence of an instrument is assumed, that is, non‐correlated with the error term. We propose an estimator of the parametric component of the model, which is the solution of an ill‐posed inverse problem. The estimator is shown to be asymptotically normal under certain regularity conditions. A simulation study is conducted to illustrate the finite sample performance of the proposed estimator. |
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Keywords: | endogeneity ill‐posed inverse problem instrumental variable semiparametric regression single‐index model Tikhonov regularization |
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