Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 216 3 d Solution 2026-09-28
Subtracting the expected value of does not alter either side, so suppose . Since reversibility makes a self-adjoint operator and stationarity makes it a contraction,The Discrete-time Poincaré inequality for a Markov kernel is therefore equivalent toApplying this inequality successively to yieldsConversely, the asserted variance contraction with rearranges to the Poincaré inequality. Hence the two statements are equivalent.