ksvanhorn comments on Classical Configuration Spaces - Less Wrong
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Conditional independence does not require a rectangular "cloud of uncertainty". If you have independent normal distributions for A and B, the joint distribution -- your "cloud of uncertainty" -- is an axis-parallel ellipse.