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通过去除低平衡占据状态简化可逆马尔可夫链。

Simplification of reversible Markov chains by removal of states with low equilibrium occupancy.

机构信息

Theoretical Biology and Biophysics, P. O. Box 1663, MS K710, Los Alamos National Laboratory, Los Alamos, NM 87545, USA.

出版信息

J Theor Biol. 2012 Oct 21;311:117-29. doi: 10.1016/j.jtbi.2012.07.007. Epub 2012 Jul 20.

Abstract

We present a practical method for simplifying Markov chains on a potentially large state space when detailed balance holds. A simple and transparent technique is introduced to remove states with low equilibrium occupancy. The resulting system has fewer parameters. The resulting effective rates between the remaining nodes give dynamics identical to the original system's except on very fast timescales. This procedure amounts to using separation of timescales to neglect small capacitance nodes in a network of resistors and capacitors. We illustrate the technique by simplifying various reaction networks, including transforming an acyclic four-node network to a three-node cyclic network. For a reaction step in which a ligand binds, the law of mass action implies a forward rate proportional to ligand concentration. The effective rates in the simplified network are found to be rational functions of ligand concentration.

摘要

我们提出了一种实用的方法,可以简化在详细平衡成立时具有潜在大状态空间的马尔可夫链。引入了一种简单透明的技术来去除平衡占据率低的状态。所得系统具有更少的参数。剩余节点之间的有效速率与原始系统的动力学相同,除了在非常快的时间尺度上。该过程相当于使用时间尺度分离来忽略电阻器和电容器网络中的小电容节点。我们通过简化各种反应网络来说明该技术,包括将无环四节点网络转换为三循环网络。对于配体结合的反应步骤,质量作用定律意味着正向速率与配体浓度成正比。简化网络中的有效速率被发现是配体浓度的有理函数。

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