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- W1970143223 abstract "We propose a novel hidden Markov model (HMM) for parameter estimation in hospital transmission models, and show that commonly made simplifying assumptions can lead to severe model misspecification and poor parameter estimates. A standard HMM that embodies two commonly made simplifying assumptions, namely a fixed patient count and binomially distributed detections is compared with a new alternative HMM that does not require these simplifying assumptions. Using simulated data, we demonstrate how each of the simplifying assumptions used by the standard model leads to model misspecification, whereas the alternative model results in accurate parameter estimates." @default.
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- W1970143223 date "2013-07-19" @default.
- W1970143223 modified "2023-09-27" @default.
- W1970143223 title "Improved hidden Markov model for nosocomial infections" @default.
- W1970143223 doi "https://doi.org/10.1093/imammb/dqt013" @default.
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