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Hidden Markov Models and Their Application for Predicting Failure Events

We show how Markov mixed membership models (MMMM) can be used to predict the degradation of assets. We model the degradation path of individual assets, to predict overall failure rates. Instead of a separate distribution for each hidden state, we use hierarchical mixtures of distributions in the exp...

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Detalles Bibliográficos
Autores principales: Hofmann, Paul, Tashman, Zaid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7304047/
http://dx.doi.org/10.1007/978-3-030-50420-5_35