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Statistics and machine learning methods for EHR data : from data extraction to data analytics
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ISBN: 1003030009 1003030009 1000260941 Year: 2021 Publisher: Boca Raton, Florida ; London ; New York : CRC Press,

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"The book carefully evaluates and compares the standard statistical models and approaches with those of machine learning and deep learning methods and reports the unbiased comparison results for these methods in predicting clinical outcomes based on the EHR data"--

Nonparametric regression methods for longitudinal data analysis
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ISBN: 0471483508 9780471483502 Year: 2006 Publisher: Hoboken, N.J. Wiley

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This volume covers the updated nonparametric regression methods for longitudinal data analysis given that the methods are now more flexible and robust than in the immediate past. The book also introduces the mixed-effects idea in nonparametric regressions so that the methods that are described will be more powerful and efficient when compared to those in other existing books.

Deterministic and stochastic models of AIDS epidemics and HIV infections with intervention
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ISBN: 9789812561398 9812561390 981256926X 9789812569264 1281880973 9781281880970 9786611880972 6611880976 Year: 2005 Publisher: Singapore World Scientific

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With contributions from an international team of leading researchers, the book pulls together updated research results in the area of HIV/AIDS modeling to provide readers with the latest information in the field. Topics covered include: AIDS epidemic models; vaccine models; models for HIV/cell dynamics and interactions; cellular kinetics; viral dynamics with antiviral treatments; modeling of drug resistance and quasispecies.

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