465 citations · 776 across the 17 of their papers we have counts for
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stat.CO2024★ 1 cited
Sequential Kalman Tuning of the -preconditioned Crank-Nicolson algorithm: efficient, adaptive and gradient-free inference for Bayesian inverse problems
Richard D. P. Grumitt, Minas Karamanis, Uroš Seljak
Ensemble Kalman Inversion (EKI) has been proposed as an efficient method for the approximate solution of Bayesian inverse problems with expensive forward models. However, when appl…
stat.CO2023
Flow Annealed Kalman Inversion for Gradient-Free Inference in Bayesian Inverse Problems
Richard D. P. Grumitt, Minas Karamanis, Uroš Seljak
For many scientific inverse problems we are required to evaluate an expensive forward model. Moreover, the model is often given in such a form that it is unrealistic to access its…