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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"--
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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.
Mathematical statistics --- Longitudinal method --- Nonparametric statistics. --- Mathematical models. --- Nonparametric statistics --- Longitudinal research --- Longitudinal studies --- Distribution-free statistics --- Statistics, Distribution-free --- Statistics, Nonparametric --- Mathematical models --- Methodology --- Research --- Social sciences
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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.
Acquired Immunodeficiency Syndrome. --- HIV Infections. --- Models, Theoretical. --- Stochastic Processes. --- AIDS (Disease) --- HIV (Viruses) --- HIV infections --- Stochastic analysis --- Sida --- Virus de l'immunodéficience humaine --- Infections à VIH --- Analyse stochastique --- Epidemiology --- Mathematical models --- Prevention --- Pathogenesis --- Epidémiologie --- Prévention --- Pathogenèse --- Medicine --- Biomathematics. --- Biology --- Mathematics --- Health Workforce --- Mathematical models.
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