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A reaction network scheme for hidden Markov model parameter learning

With a view towards artificial cells, molecular communication systems, molecular multiagent systems and federated learning, we propose a novel reaction network scheme (termed the Baum–Welch (BW) reaction network) that learns parameters for hidden Markov models (HMMs). All variables including inputs...

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Detalles Bibliográficos
Autores principales: Wiuf, Carsten, Behera, Abhishek, Singh, Abhinav, Gopalkrishnan, Manoj
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10282575/
https://www.ncbi.nlm.nih.gov/pubmed/37340782
http://dx.doi.org/10.1098/rsif.2022.0877