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20242026
most citedLocal Markov Equivalence for PC-style Local Causal Discovery and Identification of Controlled Direct Effects

1 citations · 1 across the 6 of their papers we have counts for

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math.ST2025

Identifiability by common backdoor in summary causal graphs of time series

Clément Yvernes, Charles K. Assaad, Emilie Devijver +1

The identifiability problem for interventions aims at assessing whether the total effect of some given interventions can be written with a do-free formula, and thus be computed fro…

math.ST2025

Identifiability of total effects from abstractions of time series causal graphs

Charles K. Assaad, Emilie Devijver, Eric Gaussier +2

We study the problem of identifiability of the total effect of an intervention from observational time series in the situation, common in practice, where one only has access to abs…