FITTING DENSITY-FUNCTIONS WITH POLYNOMIALS

被引:53
作者
BUCKLAND, ST
机构
关键词
DENSITY ESTIMATION; HERMITE POLYNOMIALS; SIMPLE POLYNOMIALS;
D O I
10.2307/2347618
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
A robust procedure is developed for estimating density f unctions f rom data. It requires the existence of a parametric f unction, called the key function, to give a first approximation to the density and then improves the f it using polynomial adjustments. When the key f unction is the normal density, Hermite polynomials may be used; similarly, Laguerre polynomials might be preferred if the key is negative exponential. However, adequacy of fit is little affected by choice of polynomials, and it is more straight forward to use simple polynomials whatever the form of the key. Short examples illustrate the wide applicability of the technique. The methodology was developed to allow valid analysis of migration count data for the California grey whale, and this example is considered in detail.
引用
收藏
页码:63 / 76
页数:14
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