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S. Mergui,F. PenotSMC may be used in other contexts. Notably, it may be applied to any computational task that may formulated as an artificial filtering problem. We briefly review in this chapter some of these extra applications of SMC and their connection to state-space models. In particular, we discuss rare-event s