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Quantitative Finance · Begrippenlijst

Wat is Influence function, breakdown point?

Ook bekend als: influence function · breakdown point

Definition 15.1 Quantitative Methods · Hoofdstuk 15 — Robust Statistics and Heavy Tails

For an estimator written as a functional T(F)T(F) of the data’s law, the influence function at xx is IF(x)=lim⁡ε→0(T((1−ε)F+εδx)−T(F))/ε\mathrm{IF}(x) = \lim_{\varepsilon \to 0}\bigl(T((1 - \varepsilon)F + \varepsilon\delta_x) - T(F)\bigr)/\varepsilon: the effect on the estimate of an infinitesimal contamination at the point xx (Hampel, 1974). The breakdown point is the smallest fraction of the sample that, replaced by arbitrary values, can carry the estimate arbitrarily far.

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