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portada Nonparametric Models for Longitudinal Data: With Implementation in R
Type
Physical Book
Publisher
Year
2018
Language
English
Pages
582
Format
Hardcover
Dimensions
23.6 x 16.3 x 3.8 cm
Weight
1.02 kg.
ISBN13
9781466516007
Edition No.
1

Nonparametric Models for Longitudinal Data: With Implementation in R

Colin O. Wu (Author) · Xin Tian (Author) · CRC Press · Hardcover

Nonparametric Models for Longitudinal Data: With Implementation in R - Wu, Colin O. ; Tian, Xin

New Book Imported to South Africa
Delivery: 07 Sep - 15 Sep Shipping: 13 to 14 business days.
R 3,662
R 3,662

Synopsis "Nonparametric Models for Longitudinal Data: With Implementation in R"

Nonparametric Models for Longitudinal Data with Implementations in R presents a comprehensive summary of major advances in nonparametric models and smoothing methods with longitudinal data. It covers methods, theories, and applications that are particularly useful for biomedical studies in the era of big data and precision medicine. It also provides flexible tools to describe the temporal trends, covariate effects and correlation structures of repeated measurements in longitudinal data. This book is intended for graduate students in statistics, data scientists and statisticians in biomedical sciences and public health. As experts in this area, the authors present extensive materials that are balanced between theoretical and practical topics. The statistical applications in real-life examples lead into meaningful interpretations and inferences. Features: - Provides an overview of parametric and semiparametric methods - Shows smoothing methods for unstructured nonparametric models - Covers structured nonparametric models with time-varying coefficients - Discusses nonparametric shared-parameter and mixed-effects models - Presents nonparametric models for conditional distributions and functionals - Illustrates implementations using R software packages - Includes datasets and code in the authors' website - Contains asymptotic results and theoretical derivations

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The book is written in English.
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