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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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Bibliographic Details
Published in:Computational Science – ICCS 2020
Main Authors: Hofmann, Paul, Tashman, Zaid
Format: Artigo
Language:Inglês
Published: 2020
Subjects:
Online Access: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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