2004 | OriginalPaper | Buchkapitel
Nonparametric Density Estimation
verfasst von : Wolfgang Härdle, Axel Werwatz, Marlene Müller, Stefan Sperlich
Erschienen in: Nonparametric and Semiparametric Models
Verlag: Springer Berlin Heidelberg
Enthalten in: Professional Book Archive
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Contrary to the treatment of the histogram in statistics textbooks we have shown that the histogram is more than just a convenient tool for giving a graphical representation of an empirical frequency distribution. It is a serious and widely used method for estimating an unknown pdf. Yet, the histogram has some shortcomings and hopefully this chapter will persuade you that the method of kernel density estimation is in many respects preferable to the histogram.