A geometric invariant in weak lumpability of finite Markov chains

Author:

Ledoux James

Abstract

We consider weak lumpability of finite homogeneous Markov chains, which is when a lumped Markov chain with respect to a partition of the initial state space is also a homogeneous Markov chain. We show that weak lumpability is equivalent to the existence of a direct sum of polyhedral cones that is positively invariant by the transition probability matrix of the original chain. It allows us, in a unified way, to derive new results on lumpability of reducible Markov chains and to obtain spectral properties associated with lumpability.

Publisher

Cambridge University Press (CUP)

Subject

Statistics, Probability and Uncertainty,General Mathematics,Statistics and Probability

Cited by 11 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Aggregation and Lumping of DTMCs;Wiley Encyclopedia of Operations Research and Management Science;2011-01-14

2. Markov Chains and Dependability Theory;2009

3. Some Remarks on Links between Positive Invariance, Monotonicity, Strong Lumpability and Coherency in Max-Plus Algebra;Positive Systems;2009

4. The evolution of aggregated Markov chains;Statistics & Probability Letters;2005-10

5. Markov property for a function of a Markov chain: A linear algebra approach;Linear Algebra and its Applications;2005-07

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