Search Results for author: Simon Ferreira

Found 2 papers, 0 papers with code

Case Studies of Causal Discovery from IT Monitoring Time Series

no code implementations28 Jul 2023 Ali Aït-Bachir, Charles K. Assaad, Christophe de Bignicourt, Emilie Devijver, Simon Ferreira, Eric Gaussier, Hosein Mohanna, Lei Zan

Despite its potential benefits, applying causal discovery algorithms on IT monitoring data poses challenges, due to the complexity of the data.

Causal Discovery Time Series

Identifiability of Direct Effects from Summary Causal Graphs

no code implementations29 Jun 2023 Simon Ferreira, Charles K. Assaad

Dynamic structural causal models (SCMs) are a powerful framework for reasoning in dynamic systems about direct effects which measure how a change in one variable affects another variable while holding all other variables constant.

Time Series

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