8 citations · 20 across the 11 of their papers we have counts for
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stat.AP2023
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures Emulation
Shahine Bouabid, Dino Sejdinovic, Duncan Watson-Parris
Emulators, or reduced complexity climate models, are surrogate Earth system models that produce projections of key climate quantities with minimal computational resources. Using ti…
stat.ML2023
Returning The Favour: When Regression Benefits From Probabilistic Causal Knowledge
Shahine Bouabid, Jake Fawkes, Dino Sejdinovic
A directed acyclic graph (DAG) provides valuable prior knowledge that is often discarded in regression tasks in machine learning. We show that the independences arising from the pr…