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  • In such scenarios one could, in principle apply SMC. The problem with such an approach is that as is generally agreed at the moment (although I am not saying that this wont change) SMC for filtering in such cases is very inefficient, because one often requires an exponential effort in the effective dimension (see the works of Bickel, van Handel and Chorin for example).
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