A note on exponential stability of the nonlinear filter for denumerable Markov chains |
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Authors: | Ze-Chun Hu Wei Sun |
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Affiliation: | aDepartment of Mathematics, Nanjing University, Nanjing 210093, China;bDepartment of Mathematics & Statistics, Concordia University, Montreal, Canada H3G 1M8 |
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Abstract: | Asymptotic stability of the optimal filter with respect to its initial conditions is investigated in this paper. Under the assumption that the observation function is one to one and the observation noise is sufficiently small, it is shown that exponential stability of the nonlinear filter holds for a large class of denumerable Markov chains, including all finite Markov chains. Throughout this paper, ergodicity of the signal process is not assumed. |
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Keywords: | Nonlinear filter Exponential stability Denumerable Markov chain |
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