35 citations · 66 across the 3 of their papers we have counts for
4 papers
Probabilities of causation of climate changes
Alexis Hannart, Philippe Naveau
Multiple changes in Earth's climate system have been observed over the past decades. Determining how likely each of these changes are to have been caused by human influence, is imp…
Estimating model evidence using ensemble-based data assimilation with localization - The model selection problem
Sammy Metref, Alexis Hannart, Juan Ruiz +3
IIn recent years, there has been a growing interest in applying data assimilation (DA) methods, originally designed for state estimation, to the model selection problem. In this se…
Estimating model evidence using data assimilation
Alberto Carrassi, Marc Bocquet, Alexis Hannart +1
We review the field of data assimilation (DA) from a Bayesian perspective and show that, in addition to its by now common application to state estimation, DA may be used for model…
DADA: Data Assimilation for the Detection and Attribution of Weather- and Climate-related Events
Alexis Hannart, Alberto Carrassi, Marc Bocquet +5
We describe a new approach allowing for systematic causal attribution of weather and climate-related events, in near-real time. The method is purposely designed to facilitate its i…