Adaptive Kernel in Meshsize Boosting Algorithm in KDE

CC Ishiekwene, EMMANUEL NWELIH · African Research Review · 2011

This paper proposes the use of adaptive kernel in a meshsize boostingalgorithm in kernel density estimation. The algorithm is a bias reductionscheme like other existing schemes but uses adaptive kernel instead of theregular fixed kernels. An empirical study for this scheme is conducted andthe findings are comparatively attractive.Key Words: Boosting, kernel density estimates, bias reduction, adaptivekernel, meshsize, noises

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