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Which information quantities correspond to the intersection, left and right crescents, and overall region in the Venn diagram?

In the entropy Venn diagram, the left circle represents the entropy H(X)H(X) and the right circle represents H(Y)H(Y). Their intersection represents the mutual information I(X;Y)I(X;Y). The left crescent (the part of the left circle not overlapping) represents the conditional entropy H(X∣Y)H(X|Y), and the right crescent represents H(Y∣X)H(Y|X). The entire region, which is the union of both circles, represents the joint entropy.

Conditions

  • Suitable for illustrating information decomposition between two discrete random variables XX and YY.

Reasoning, step by step

  1. Identify the left circle as H(X)H(X) and the right circle as H(Y)H(Y).
  2. Locate the intersection of the two circles, which corresponds to I(X;Y)I(X;Y).
  3. Identify the left crescent as the remaining uncertainty about XX given YY, which is H(X∣Y)H(X|Y).
  4. Identify the right crescent as the remaining uncertainty about YY given XX, which is H(Y∣X)H(Y|X).
  5. Recognize the union of both circles as the joint entropy.

Example

The video draws two overlapping circles. The narrator points out: 'The overlap, that's the mutual information... The left crescent is H of X given Y... The right crescent is H of Y given X. And the entire region, both circles together, that's the joint entropy.'

Common misconceptions

  • Mistaking the entire two-circle region (the union) as mutual information; the union is joint entropy, while only the intersection is mutual information.
  • Confusing the left and right crescents; the left crescent is H(X∣Y)H(X|Y) and the right is H(Y∣X)H(Y|X).

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Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.