The Annals of Statistics · 2005 · 311 citations · 24 references
Natural SciencesBiostatisticsEconometricsStatisticsDensity EstimationEstimation TheoryInferential StatisticsKernel Density EstimationKernel MethodsStatistical InferenceBandwidthEmpirical Process TheoryKernel RegressionKernel-based Estimation
We introduce a general method to prove uniform in bandwidth consistency of kernel-type function estimators. Examples include the kernel density estimator, the Nadaraya–Watson regression estimator and the conditional empirical process. Our results may be useful to establish uniform consistency of data-driven bandwidth kernel-type function estimators.
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Convergence of Stochastic Processes.
Peter M. Robinson, David Pollard · Economica · 1985 · 2.3K citations
Sharper Bounds for Gaussian and Empirical Processes
Michel Talagrand · The Annals of Probability · 1994 · 498 citations · Full text
Variable Kernel Estimates of Multivariate Densities
Leo Breiman, William S. Meisel, Edward M. Purcell · Technometrics · 1977 · 474 citations