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.
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.