Aldous spectral gap theorem 2026-10-06
On a finite connected weighted graph, the interchange process and the single-label random walk with the same symmetric rates have equal spectral gaps. This is a substantial theorem, not just the elementary inclusion of the single-label spectrum in the full spectrum. A proof is given in Proof of Aldous' spectral gap conjecture, Theorem 1.1.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 215 4 b Solution Created 2026-10-03 Updated 2026-10-06
The symmetric group has elements, not the printed order . For the identity and the adjacent transpositions have probabilities , so the specified transition matrix is normalized. Its stationary distribution is uniform and it satisfies detailed balance, since each transposition is its own inverse. Adjacent transpositions generate the symmetric group, making this an irreducible Markov chain; the positive holding probability makes it an aperiodic Markov chain.
For a fixed label , right multiplication swaps positions, so is the label's position. Under the uniform distribution on a finite set it is uniform on . ThereforeFor each generator , the squared change is one if the label occupies either of the two positions, and zero otherwise. Its stationary expected value is , givingThus the tagged-label Rayleigh quotient for adjacent transpositions gives the corrected bound
The printed factor six cannot be obtained: the hint's variance of a uniform distribution is wrong. Directly, . Bounded convergence in distribution of does imply convergence of its first two moments, hence convergence of its variance, but the limit is .
More strongly, the claimed asymptotic bound itself is false for this kernel. The Aldous spectral gap theorem states that the interchange process on a finite connected weighted graph has the same spectral gap as the single-label random walk with identical edge rates; see Theorem 1.1 and its proof. Here is that interchange process generator on a path graph with edge rates . For the tagged-label generator, direct substitution of gives eigenvalues , , including the reflecting endpoint equations. These distinct eigenvalues exhaust the tagged-label function space. Consequently the theorem yieldswhich exceeds asymptotically. This use of a substantial external theorem is only to certify the printed claim's failure; the corrected factor-twelve upper bound above follows directly from the requested test function and the variational formula.
For the random adjacent transposition shuffle with , the generator is the interchange process on a path graph with each edge rate . The Aldous spectral gap theorem reduces its spectral gap to that of the single-label random walk. The eigenfunctions , for , have generator eigenvalues ; direct substitution verifies both the interior and endpoint equations. Consequently .