AI RESEARCH

Linear Response Estimators for Singular Statistical Models

arXiv CS.LG

ArXi:2605.07970v1 Announce Type: cross We define susceptibilities as a measure of the response of an observable quantity of a parameterized statistical model to a perturbation of the data for a general class of observables. We define estimators for these susceptibilities as statistics in a sequence of n data-points and prove that these estimators are consistent and asymptotically unbiased in the large n regime.