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• W2964675024 abstract "We extend two kinds of causal models, structural equation models and simulation models, to infinite variable spaces. This enables a semantics for conditionals founded on a calculus of intervention, and axiomatization of causal reasoning for rich, expressive generative models -- including those in which a causal representation exists only implicitly -- in an open-universe setting. Further, we show that under suitable restrictions the two kinds of models are equivalent, perhaps surprisingly as their axiomatizations differ substantially in the general case. We give a series of complete axiomatizations in which the open-universe nature of the setting is seen to be essential." @default.
• W2964675024 created "2019-08-13" @default.
• W2964675024 creator A5055300514 @default.
• W2964675024 creator A5079244248 @default.
• W2964675024 date "2019-07-04" @default.
• W2964675024 modified "2023-10-16" @default.
• W2964675024 title "On Open-Universe Causal Reasoning." @default.
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• W2964675024 hasPublicationYear "2019" @default.
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