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545概率困难derivationlong

Mixing Time of the Lazy Random Walk on Kₙ

题目

Consider the lazy random walk on the complete graph KnK_n: at each step, the walker stays put with probability 12\tfrac{1}{2} and moves to a uniformly random neighbor with probability 12\tfrac{1}{2}.

(a) Show that the transition matrix has two distinct eigenvalues: λ0=1\lambda_0 = 1 (with multiplicity 11) and λ1=12(11n1)=n22(n1)\lambda_1 = \tfrac{1}{2}\bigl(1 - \frac{1}{n-1}\bigr) = \frac{n-2}{2(n-1)} (with multiplicity n1n-1).

(b) Find the spectral gap γ=1λ1\gamma = 1 - \lambda_1 and determine the mixing time tmixt_{\text{mix}} up to leading order in nn.

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