Cracks in Gaussian Processes tagged posts

Hubble Tension: Showing the Cracks in Gaussian Processes

Correlations between H(z=0) and H(zi) across a host of Matérn class kernels. The increase in the strength of correlations is directly reflected in the decreasing errors in Table 2 as Î½
ν is increased

A new analysis of the Hubble constant to show that the Gaussian Processes data reconstruction technique may not actually be independent of all cosmological models — and that it may be time to question the validity of model independence itself.

The technique of Gaussian Processes (GP) is widely used to reconstruct cosmological parameters, most notably the expansion rate of the universe, using observational data. For many cosmologists, the crowning achievement of this approach is its ‘model independence’ — meaning it can be applied universally across all models...

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