Screening conjecture under directional derivative predictability
Screening conjecture under directional derivative predictability
Let be a spatial process with spectral density satisfying condition (f-cond), let be a set of observations approaching the origin, and let denote the frequency ball of radius . Assume that, for each coordinate direction , , every mean square derivative of at the origin in that direction can be predicted from with mean squared error tending to as . Screening conjecture. For every ,
The conjecture proposes a sufficient condition for screening by nearby observations: once all directional mean square derivatives are asymptotically predictable, observations outside any fixed frequency ball should contribute negligibly to the prediction error. The source presents it as consistent with all examples discussed, but supplies no resolution.
Sources & referencesView supporting material
Primary source
Michael L. Stein, “When does the screening effect hold?”, arXiv:1203.1801 (2012).
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