To spike or not to spike: the whims of the Wonham filter in the strong noise regime
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arXiv
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| Autores principales: | , , , |
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| Formato: | Preprint |
| Publicado: |
2022
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| Acceso en línea: | |
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| _version_ | 1866908680238137344 |
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| author | Bernardin, Cédric Chhaibi, Reda Najnudel, Joseph Pellegrini, Clément |
| author_facet | Bernardin, Cédric Chhaibi, Reda Najnudel, Joseph Pellegrini, Clément |
| contents | We study the celebrated Shiryaev-Wonham filter (1964) in its historical setup where the hidden Markov jump process has two states. We are interested in the weak noise regime for the observation equation. Interestingly, this becomes a strong noise regime for the filtering equations.
Earlier results of the authors show the appearance of spikes in the filtered process, akin to a metastability phenomenon. This paper is aimed at understanding the smoothed optimal filter, which is relevant for any system with feedback. In particular, we exhibit a sharp phase transition between a spiking regime and a regime with perfect smoothing. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2211_02032 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | To spike or not to spike: the whims of the Wonham filter in the strong noise regime Bernardin, Cédric Chhaibi, Reda Najnudel, Joseph Pellegrini, Clément Probability Information Theory Optimization and Control Statistics Theory We study the celebrated Shiryaev-Wonham filter (1964) in its historical setup where the hidden Markov jump process has two states. We are interested in the weak noise regime for the observation equation. Interestingly, this becomes a strong noise regime for the filtering equations. Earlier results of the authors show the appearance of spikes in the filtered process, akin to a metastability phenomenon. This paper is aimed at understanding the smoothed optimal filter, which is relevant for any system with feedback. In particular, we exhibit a sharp phase transition between a spiking regime and a regime with perfect smoothing. |
| title | To spike or not to spike: the whims of the Wonham filter in the strong noise regime |
| topic | Probability Information Theory Optimization and Control Statistics Theory |
| url | https://arxiv.org/abs/2211.02032 |