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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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Xehetasun bibliografikoak
Argitaratua izan da:Computational Science – ICCS 2020
Egile Nagusiak: Hofmann, Paul, Tashman, Zaid
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: 2020
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC7304047/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-50420-5_35
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