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Journal of the Nigerian Association of Mathematical Physics

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Adaptive Kernel In The Bootstrap Boosting Algorithm In KDE

CC Ishiekwene, E Nwelih

Abstract


This paper proposes the use of adaptive kernel in a bootstrap boosting algorithm in kernel density estimation. The algorithm is a bias reduction scheme like other existing schemes but uses adaptive kernel instead of the regular fixed kernels. An empirical study for this scheme is conducted and the findings are comparatively interesting.

Keywords: Boosting, kernel density estimates, bias reduction, adaptive  kernel, bootstrap.



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