54 citations · 72 across the 6 of their papers we have counts for
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stat.ML2017★ 1 cited
Variational Inference over Non-differentiable Cardiac Simulators using Bayesian Optimization
Adam McCarthy, Blanca Rodriguez, Ana Minchole
Performing inference over simulators is generally intractable as their runtime means we cannot compute a marginal likelihood. We develop a likelihood-free inference method to infer…
q-bio.TO2017★ 14 cited
Unlocking datasets by calibrating populations of models to data density: a study in atrial electrophysiology
Brodie A. J. Lawson, Christopher C. Drovandi, Nicole Cusimano +3
The understanding of complex physical or biological systems nearly always requires a characterisation of the variability that underpins these processes. In addition, the data used…