Title of article
Weighted-mean trimming of multivariate data
Author/Authors
Rainer Dyckerhoff، نويسنده , , Rainer and Mosler، نويسنده , , Karl، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2011
Pages
17
From page
405
To page
421
Abstract
A general notion of trimmed regions for empirical distributions in d -space is introduced. The regions are called weighted-mean trimmed regions. They are continuous in the data as well as in the trimming parameter. Further, these trimmed regions have many other attractive properties. In particular they are subadditive and monotone which makes it possible to construct multivariate measures of risk based on these regions. Special cases include the zonoid trimming and the ECH (expected convex hull) trimming. These regions can be exactly calculated for any dimension. Finally, the notion of weighted-mean trimmed regions extends to probability distributions in d -space, and a law of large numbers applies.
Keywords
Central regions , Continuous trimming , data depth , Lift zonoid regions , Expected convex hull , Law of large numbers
Journal title
Journal of Multivariate Analysis
Serial Year
2011
Journal title
Journal of Multivariate Analysis
Record number
1565557
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