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Conformal Prediction for Functional Kriging Models

Authors: Diana A.; Romano E.; Adzic J.;

Conformal Prediction for Functional Kriging Models

Abstract

In this work we introduce a conformal prediction method for functional kriging. Conformal Prediction (CP) is a framework in machine learning and statistical inference that provides a principled way to quantify uncertainty and make predictions without relying on specific distributional assumptions. The approach we introduce provides additional information about the uncertainty associated with the kriging predictions by constructing prediction regions with a specified error rate. We apply CP for functional kriging to the analysis of spatially located network information. This allows us to obtain more reliable estimates and better assess the accuracy of predictions based on functional data.

Country
Italy
Keywords

Conformal prediction, functional data, kriging , spatial dependence.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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