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The Book of Why: The New Science of Cause and Effect, by Judea Pearl

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Not all Bayesian networks are causal, and in many applications it does not matter. However, if you ever want
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The Book of Why: The New Science of Cause and Effect
The Book of Why: The New Science of Cause and Effect
by Judea Pearl
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