Kernel estimation of a distribution function |
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Authors: | Hill Peter D. |
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Affiliation: | Department of Mathematics , University of Waikato , New Zealand, Hamilton |
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Abstract: | A distribution function is estimated by a kernel method with a poinrwise mean squared error criterion at a point x. Relation- ships between the mean squared error, the point x, the sample size and the required kernel smoothing parazeter are investigated for several distributions treated by Azzaiini (1981). In particular it is noted that at a centre of symmetry or near a mode of the distribution the kernei method breaks down. Point- wise estimation of a distribution function is motivated as a more useful technique than a reference range for preliminary medical diagnosis. |
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Keywords: | distribution fmction kernel estimation mean squared error centre of symmetry reference range medical diagnosis |
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