Abstract
For partially observable processes (ξt, ηt) with conditional distributions within fixed (parametrized) exponential families for all times t, the parameters of the a-posteriori distributions ξtP(|η1,...,ηt) (ω) can be calculated by a recursive algorithm. A method to find the algorithm in this situation is given.
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References
Barndorff-Nielsen, O.: Information and exponential families in statistical theory. Wiley, New York 1978
Grigelionis, B.: Sufficiency in the optimal stopping problems. Lietovskii Matehm. Sbornik 9(1969) 471–480
Koopman, B.O.: On distributions admitting a sufficient statistic. Trans AMS 39(1936) 399–409
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© 1979 Springer-Verlag
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Sawitzki, G. (1979). Exact filtering in exponential families: Discrete time. In: Kohlmann, M., Vogel, W. (eds) Stochastic Control Theory and Stochastic Differential Systems. Lecture Notes in Control and Information Sciences, vol 16. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0009413
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DOI: https://doi.org/10.1007/BFb0009413
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