One-dimensional Markov random fields, Markov chains and topological Markov fields (Q2862186)

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scientific article; zbMATH DE number 6227019
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One-dimensional Markov random fields, Markov chains and topological Markov fields
scientific article; zbMATH DE number 6227019

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    One-dimensional Markov random fields, Markov chains and topological Markov fields (English)
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    14 November 2013
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    Markov chain
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    topological Markov chain
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    Markov random field
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    topological Markov field
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    shift of finite type
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    sofic shift
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    The authors investigate the concept of topological Markov fields (TMF) in one dimension that is a new property of a shift space. Some relations beetwen a TMF and other notions such as Markov chain, topological Markov chain (TMC), Markov random field (MRF) and sofic shift are established. One of the main results is as follows:NEWLINENEWLINE Let \(X\) be a shift space. Then the following statements are equivalent:NEWLINENEWLINE (1) \(X\) is the support of a stationary Markov chainNEWLINENEWLINE (2) \(X\) is the support of a stationary MRFNEWLINENEWLINE(3) \(X\) is non-wandering and a TMFNEWLINENEWLINE(4) \(X\) is a TMC consisting of a finite union of irreducible TMCs with disjoint alphabets.NEWLINENEWLINE As a consequence, the authors deduce that stationary MRF is a Markov chain.NEWLINENEWLINEAnother main result is a finite procedure for checking whether a given sofic shift is a TMF where the input data is a labeled finite directed graph-presentation of a shift.
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