Bifurcation in Markov Chains with Ecological Examples.

IF 0.6 4区 心理学 Q4 PSYCHOLOGY, MATHEMATICAL Nonlinear Dynamics Psychology and Life Sciences Pub Date : 2020-07-01
Kehinde O Irabor, Stephen J Merrill
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引用次数: 0

Abstract

The adjacency matrix of a weighted directed graph contains information on both connectivity and the strength of that connection. When the special case of Markov chains are considered, the additional constraints permit the characterization of the eigenvalues of its transition matrix, and the change of the nature of those eigenvalues as the probabilities (weights) change. A change in the nature of the eigenvalues, bifurcations, signals a change in the dynamic approach to a limiting probability of a chain as well as other aspects that can be of interest in applications. In this paper, we first characterize eigenvalues of any weighted directed cycles and any 3-state Markov chain. Then we define and characterize a special case, zero trace chains, which is useful in an ecology application discussed.

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马尔可夫链的分岔与生态实例。
加权有向图的邻接矩阵包含了连通性和连接强度的信息。当考虑马尔可夫链的特殊情况时,附加约束允许表征其转移矩阵的特征值,以及这些特征值随概率(权重)变化的性质。特征值、分岔性质的变化,标志着链的极限概率的动态方法的变化,以及在应用中可能感兴趣的其他方面。本文首先刻画了任意加权有向环和任意三态马尔可夫链的特征值。然后我们定义和描述了一个特殊的情况,零痕迹链,这是有用的生态学应用讨论。
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来源期刊
CiteScore
1.40
自引率
11.10%
发文量
26
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