For an exact dimensionless Hamiltonian and trial Hamiltonian , the free energies obey
where , , and the expectation value uses the normalized trial equilibrium state. A physical Hamiltonian is multiplied by in these formulas; multiplying the bound by restores physical free energy units.
For classical configurations, the identity and the Jensen inequality for the convex exponential function give . Taking minus the logarithm proves the bound.
The same bound holds for finite-dimensional, noncommuting quantum Hamiltonians, although the preceding exponential-factorization identity cannot generally be used. Define the density matrices and . With natural logarithms, nonnegativity of quantum relative entropy gives
Rearrangement proves the quantum result without requiring . Equality holds when ; in this finite-dimensional setting that means is a scalar multiple of the identity operator.[ref]
A tractable trial family therefore supplies upper bounds that can be minimized over its parameters. This variational minimum need not reproduce exact correlations or phase transition locations.

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