सभी किताबें

पेशेवर

ऐप्स परिचय Coach लॉग इन पढ़ना शुरू करें

Quantitative Finance · शब्दावली

Influence function, breakdown point क्या है?

अन्य नाम: influence function · breakdown point

Definition 15.1 Quantitative Methods · अध्याय 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.

अध्याय में पढ़ें →