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Finite sample properties of an adaptive density estimator
被引:1
|作者:
Sorbye, SH
[1
]
Godtliebsen, F
[1
]
机构:
[1] Univ Tromso, Fac Sci, Inst Math & Stat, N-9037 Tromso, Norway
关键词:
adaptive density estimator;
MISE results;
normal mixtures;
sensitivity parameter;
finite sample comparisons;
D O I:
10.1080/10485250213115
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:
Finite sample properties for the adaptive density estimator, studied in e.g. [1], are given. Our approach is numerical and also allows the meaning of the sensitivity parameter, alpha, to be studied for different densities. The performance of the adaptive density estimator is compared to the kernel density estimator and the estimator by Hjort and Glad given in [2] for the normal mixture truths introduced in [3]. Our results confirm that the adaptive density estimator is a good estimator in many cases and that the choice alpha = 0.5 frequently is a good one.
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页码:383 / 398
页数:16
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