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Inferring failure processes via causality analysis: from event logs to predictive fault trees | Synapse
March 3, 2026
Open Access
Inferring failure processes via causality analysis: from event logs to predictive fault trees
RF
Roberta De Fazio
BD
Benoît Depaire
Hasselt University
SM
Stefano Marrone
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Key Points
Failure processes are inferred using causality analysis from event logs, enhancing system reliability assessment.
The study highlights the importance of predictive fault trees in identifying potential system failures.
Employing systematic analysis methods, the study interprets data from event logs to form predictive models.
This approach may enable improved preventive measures by clearly understanding failure mechanisms.
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Fazio et al. (Sat,) studied this question.
synapsesocial.com/papers/69a759ebc6e9836116a1f4c0
https://doi.org/https://doi.org/10.1016/j.ress.2026.112242
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