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State estimate in general multimodal posteriors amounts to maximum-a-posteriori estimation, but estimating the error associated with it is non-trivial. Real-world problems that deal with significantly multimodal posteriors either maintain multiple hypotheses and prune branches after gathering sufficient evidence, or fuse estimates obtained from multiple sources to assess confidence in the estimation...
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