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Nonparametric trending regression with cross-sectional dependence
Authors:Peter M Robinson
Institution:London School of Economics, United Kingdom
Abstract:Panel data, whose series length TT is large but whose cross-section size NN need not be, are assumed to have common time trend, of unknown form. The model includes additive, unknown, individual-specific components and allows for spatial or other cross-sectional dependence and/or heteroscedasticity. A simple smoothed nonparametric trend estimate is shown to be dominated by an estimate which exploits availability of cross-sectional data. Asymptotically optimal bandwidth choices are justified for both estimates. Feasible optimal bandwidths, and feasible optimal trend estimates, are asymptotically justified, finite sample performance of the latter being examined in a Monte Carlo study. Potential extensions are discussed.
Keywords:C13  C14  C23
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