{"title":"Estimation of Stochastic Multistage Inclusions in Denumerable Sets","authors":"B. Ananyev","doi":"10.1109/STAB49150.2020.9140659","DOIUrl":null,"url":null,"abstract":"Multistage stochastic inclusions are considered in the product of two at most denumerable phase spaces. The state projection to one of them is considered observable, and to another is not observable. The right part of the inclusion is a multimapping depending on the previous state and a random element of some probability space. Random transition on each step does not depend from previous steps. Three ways of estimation of not observed states are considered which are based on different types of forming of the set of transitional probabilities. It is shown that these ways, generally speaking, lead to various sets of conditional distributions for not observed states of the process. In the case of non-atomic probability spaces the theorem of sufficiency for coincidence of the considered schemes of filtration is proved.","PeriodicalId":166223,"journal":{"name":"2020 15th International Conference on Stability and Oscillations of Nonlinear Control Systems (Pyatnitskiy's Conference) (STAB)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 15th International Conference on Stability and Oscillations of Nonlinear Control Systems (Pyatnitskiy's Conference) (STAB)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/STAB49150.2020.9140659","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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Abstract

Multistage stochastic inclusions are considered in the product of two at most denumerable phase spaces. The state projection to one of them is considered observable, and to another is not observable. The right part of the inclusion is a multimapping depending on the previous state and a random element of some probability space. Random transition on each step does not depend from previous steps. Three ways of estimation of not observed states are considered which are based on different types of forming of the set of transitional probabilities. It is shown that these ways, generally speaking, lead to various sets of conditional distributions for not observed states of the process. In the case of non-atomic probability spaces the theorem of sufficiency for coincidence of the considered schemes of filtration is proved.
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可数集合中随机多阶段包涵的估计
在两个最多可数相空间的积中考虑多阶段随机夹杂。其中一个的状态投影被认为是可观察的,而另一个的状态投影是不可观察的。包含的右边部分是依赖于前一个状态的多映射和某个概率空间的随机元素。每一步的随机转换不依赖于前一步。根据过渡概率集的不同形成类型,考虑了三种非观测状态的估计方法。结果表明,一般来说,这些方法会导致过程未观察状态的各种条件分布集。在非原子概率空间中,证明了所考虑的过滤格式的充要性定理。
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