Write . The Holevo quantity is
where is Von Neumann entropy, with a consistent logarithm base. Attach an orthogonal classical label register to form the classical-quantum state
The entropy of an orthogonal quantum mixture gives
Here is the Shannon entropy of the classical label. Hence , where denotes quantum mutual information.
Let be the proposed quantum channel. Using its Kraus representation, define an linear isometry , since . This is a Stinespring representation. Apply it to , obtaining a state ; tracing out applies to every ensemble member. An linear isometry preserves nonzero eigenvalues and therefore Von Neumann entropy, so
Their difference is
The Strong subadditivity of Von Neumann entropy states that this expression is nonnegative for every tripartite state. Consequently
Thus the Holevo quantity under a quantum channel decreases because discarding the dilation environment cannot improve correlations with the classical label. The probabilities remain unchanged throughout.
Using base-two logarithms, define the quantum conditional entropy by
The Subadditivity of Von Neumann entropy, , immediately gives .
For the lower bound, purify by an auxiliary system . Complementary subsystems of a pure state have the same nonzero reduced-state eigenvalues, by the Schmidt decomposition. Hence and . Applying Subadditivity of Von Neumann entropy to gives
Rearranging yields . This is the relevant side of the Araki–Lieb inequality, here derived using purification.
Finally the maximum entropy of a quantum state gives . For example, this follows directly from
by nonnegativity of quantum relative entropy. Combining the two bounds proves
Both signs can be attained: a maximally mixed independent of has the positive extreme, while a maximally entangled state with a sufficiently large has the negative extreme.
Let be the pinching map determined by the projectors, and put . This is a nonselective projective measurement; its projectors are its Kraus operators. We will prove the exact relative entropy of a pinched state identity.
First the support of is contained in that of . Indeed, if lies in the kernel of , positivity gives
Every summand is zero. Since , also , and thus is in the kernel of . Therefore the logarithm of may be used on its support without an infinite relative-entropy term.
The operator is block diagonal, so each commutes with on that support. Cyclicity of the trace gives
Expand the quantum relative entropy:
Its nonnegativity now proves the entropy increase under nonselective projective measurement:
The equality case in nonnegativity of quantum relative entropy says equality holds exactly when . Equivalently,
Thus equality means the state already has no coherence between distinct measurement blocks. It need not be diagonal inside a block of rank greater than one.
Take the rank-one orthogonal projections . Their pinching map gives
This has exactly the specified diagonal entries and no off-diagonal entries. Applying the entropy increase under nonselective projective measurement proved in part (c) therefore gives
Writing , the output Von Neumann entropy is the Shannon entropy . Equality holds precisely when was already diagonal in this basis.

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