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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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Bibliografske podrobnosti
izdano v:Computational Science – ICCS 2020
Main Authors: Hofmann, Paul, Tashman, Zaid
Format: Artigo
Jezik:Inglês
Izdano: 2020
Teme:
Online dostop: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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