ENBIS-21 Online Conference

Session

Causality

PS13_SS2

13 Sept 2021, 15:45

Online

Conveners

Causality

• Chair: Marianne Clausel

65. Causal Rules Extraction in Time Series Data

Amin Dhaou

13/09/2021, 15:45

Mining

The number of complex infrastructures in an industrial setting
is growing and is not immune to unexplained recurring events
such as breakdowns or failure that can have an economic and
environmental impact. To understand these phenomena, sensors
have been placed on the different infrastructures to track, monitor,
and control the dynamics of the systems. The causal study of these
data...

62. Priors Comparison in Bayesian mediation framework with binary outcome

Jean-Michel GALHARRET

13/09/2021, 16:15

Other/special session/invited session

In human sciences, mediation refers to a causal phenomenon in which the effect of an exposure variable 𝑋 on an outcome 𝑌 can be decomposed into a direct effect and an indirect effect via a third variable 𝑀 (called mediator variable).
In mediation models, the natural direct effects and the natural indirect effects are among the parameters of interest. For this model, we construct different...

119. Entropy-based Discovery of Summary Causal Graphs in Time Series

Karim ASSAAD

13/09/2021, 16:45

We address in this study the problem of learning a summary causal graph between time series. To do so, we first propose a new temporal mutual information measure defined on a window-based representation of time series that can detect the independence and the conditional independence between two time series. We then show how this measure can be used to derive orientation rules under the...