Panel nonparametric regression with fixed effects

Lee, J. & Robinson, P. M. (2013). Panel nonparametric regression with fixed effects. (Econometrics EM/2013/569). Suntory and Toyota International Centres for Economics and Related Disciplines.
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Nonparametric regression is developed for data with both a temporal and a cross-sectional dimension. The model includes additive, unknown, individual-specifi…c components and allows also for cross-sectional and temporal dependence and conditional heteroscedasticity. A simple nonparametric estimate is shown to be dominated by a GLS-type one. Asymptotically optimal bandwidth choices are justified for both estimates. Feasible optimal bandwidths, and feasi- ble optimal regression estimates, are asymptotically justifi…ed, with fi…nite sample performance examined in a Monte Carlo study.

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