URL details: anselmrothe.github.io/publication/2018causalstructure/
URL title:
Successful structure learning from observational data | Anselm Rothe
URL description:
Abstract Previous work suggests that humans find it difficult to learn the structure of causal systems given observational data alone. We identify two conditions that enable successful structure learning from observational data: people succeed if the underlying causal system is deterministic, and if each pattern of observations has a single root cause. In four experiments, we show that either condition alone is sufficient to enable high levels of performance, but that performance is poor if neither conditio
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