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A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data

The ability to determine patient acuity (or severity of illness) has immediate practical use for clinicians. We evaluate the use of multivariate timeseries modeling with the multi-task Gaussian process (GP) models using noisy, incomplete, sparse, heterogeneous and unevenly-sampled clinical data, inc...

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Xehetasun bibliografikoak
Argitaratua izan da:Proc AAAI Conf Artif Intell
Egile Nagusiak: Ghassemi, Marzyeh, Pimentel, Marco A.F., Naumann, Tristan, Brennan, Thomas, Clifton, David A., Szolovits, Peter, Feng, Mengling
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: 2015
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC4864016/
https://ncbi.nlm.nih.gov/pubmed/27182460
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