Part c gives the integral representationThe integrand vanishes on the diagonal . Thus the assumed off-diagonal Peskun ordering impliesfor every .
On the mean-zero subspace, the variational characterization of the spectral gap of a positive reversible kernel isIt follows immediately thatEquivalently, the energy inequality says in the Löwner order on . Positivity permits the operator monotonicity of the square root and hence ; the spectral representations in the question identify the top spectral values and give the same gap inequality.
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