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Ein Papier akzeptiert für die RATIO 2024

[21.04.2024]

Das Papier "Argumentation-based Probabilistic Causal Reasoning" von Lars Bengel, Lydia Blümel, Tjitze Rienstra und Matthias Thimm wurde für die RATIO 2024 akzeptiert.


Inhalt des Papiers

"Argumentation-based Probabilistic Causal Reasoning"

von Lars Bengel, Lydia Blümel, Tjitze Rienstra and Matthias Thimm

We introduce an argumentation-based approach for conducting probabilistic causal reasoning. For that, we consider Pearl's causal models where causal relations are modelled via structural equations and a probability distribution over background atoms. The probability that some causal statement holds is then computed by constructing a probabilistic argumentation framework and determining its extensions. This framework can then be used to generate argumentative explanations for the (non-)acceptance of the causal statement. Furthermore, we present an argumentation-based version of the twin network method for dealing with counterfactuals. Finally, we show that our approach yields the same results for causal and counterfactual queries as Pearl's model.


Weitere Informationen zur RATIO 2024

10.05.2024