EXCESS MASS ESTIMATES AND TESTS FOR MULTIMODALITY

被引:177
作者
MULLER, DW
SAWITZKI, G
机构
关键词
BUMP HUNTING; CLUSTER ANALYSIS;
D O I
10.2307/2290406
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
We propose and study a method for analyzing the modality of a distribution. The method is based on the excess mass functional. This functional measures excessive empirical mass in comparison with multiples of uniform distribution. By the excess mass approach we separate the investigation about the number of modes from questions concerning their location. For distributions on the line, the excess mass functional can be estimated at a square-root rate. The asymptotic behavior of estimators is studied, and tests for multimodality based on the excess mass are derived.
引用
收藏
页码:738 / 746
页数:9
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