A Note on the Use of V and U Statistics in Nonparametric Models of Regression |
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Authors: | Carlos Martins-Filho Feng Yao |
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Affiliation: | (1) Department of Economics, Oregon State University, Ballard Hall 303, Corvallis, OR 97331-3612, USA;(2) Department of Economics, University of North Dakota, P.O. Box 8369 Grand Forks, ND 58203, USA |
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Abstract: | We establish the asymptotic equivalence of V and U statistics when the statistic’s kernel depends on n. Combined with a lemma of B. Lee this result provides conditions under which U statistics projections and V statistics are asymptotically equivalent. The use of this equivalence in nonparametric regression models is illustrated with several examples; the estimation of conditional variances, skewness, kurtosis and the construction of a nonparametric R-squared measure. |
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Keywords: | U statistics V statistics local linear estimation |
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