Data depth provides a systematic approach to order multivariate observations in R d . A data depth function is any function D( t; F) that measures the closeness or centrality of a point t ∈ R d with respect to a distribution function F. Thus, a depth function assigns to each x ∈ R d a non-negative score as its center-outward depth with respect to F. Observations close to the center of F receive high ranks whereas peripheral observations receive low ranks.

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Data Depth

  • Reza Modarres

摘要

Data depth provides a systematic approach to order multivariate observations in R d . A data depth function is any function D( t; F) that measures the closeness or centrality of a point t ∈ R d with respect to a distribution function F. Thus, a depth function assigns to each x ∈ R d a non-negative score as its center-outward depth with respect to F. Observations close to the center of F receive high ranks whereas peripheral observations receive low ranks.