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Comparison Theory for Markov Chains on Different State Spaces and Application to Random Walk on Derangements

机译:不同状态空间的马尔可夫链比较理论及其在随机游动中的应用

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摘要

We consider two Markov chains on state spaces . In this paper, we prove bounds on the eigenvalues of the chain on the smaller state space based on the eigenvalues of the chain on the larger state space. This generalizes work of Diaconis, Saloff-Coste, and others on comparison of chains in the case . The main tool is the extension of functions from the smaller space to the larger, which allows comparison of the entire spectrum of the two chains. The theory is used to give quick analyses of several chains without symmetry. We apply this theory to analyze the mixing properties of a 'random transposition' walk on derangements.
机译:我们考虑状态空间上的两个马尔可夫链。在本文中,我们基于较大状态空间上链的特征值,证明了较小状态空间上链的特征值的界。这概括了Diaconis,Saloff-Coste等人在案例比较中的链条比较工作。主要工具是将功能从较小的空间扩展到较大的空间,从而可以比较两个链的整个范围。该理论用于快速分析多个不对称的链。我们运用这一理论来分析“无序换位”步态对杂音的混合特性。

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