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In a graphical model with variables with continuous distriubtions, and some observed variables, how can I compute the messages to be passed? I know the messages but I don't know how to implement it? For continuous variables, and also for observed ones? Can anyone introduce a source which has the theory and an example implementation?

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Expectation propagation is what you are looking for. BP is a special case of EP where variables are discrete.

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