Variational inference can approximate the results of Monte Carlo seismic tomography at much lower computational cost, but the approximate posterior uncertainties, especially from ADVI, are biased.
Transdimensional inversion of receiver functions and surface wave dispersion.Journal of Geophysical Research: Solid Earth, 117(B2), 2012
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Seismic tomography using variational inference methods
Variational inference can approximate the results of Monte Carlo seismic tomography at much lower computational cost, but the approximate posterior uncertainties, especially from ADVI, are biased.