Missing Data in Longitudinal Studies : Strategies for Bayesian Modeling and Sensitivity Analysis
Michael J. Daniels
Bok Engelsk 2008 · Electronic books.
| Annen tittel | |
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| Utgitt | Hoboken : : Taylor & Francis, , 2008.
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| Omfang | 1 online resource (324 p.)
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| Opplysninger | Description based upon print version of record.. - Cover; Title; Copyright; Contents; Preface; CHAPTER 1: Description of Motivating Examples; CHAPTER 2: Regression Models for Longitudinal Data; CHAPTER 3: Methods of Bayesian Inference; CHAPTER 4: Worked Examples using Complete Data; CHAPTER 5: Missing Data Mechanisms and Longitudinal Data; CHAPTER 6: Inference about Full-Data Parameters under Ignorability; CHAPTER 7: Case Studies: Ignorable Missingness; CHAPTER 8: Models for Handling Nonignorable Missingness; CHAPTER 9: Informative Priors and Sensitivity Analysis; CHAPTER 10: Case Studies: Nonignorable Missingness; Distributions; Bibliography. - Author IndexIndex. - Focuses on how to handle missing data in longitudinal studies, offering coverage of models for longitudinal data, missing data mechanisms, and various approaches to sensitivity analysis. This book presents an overview of methods for dealing with missing data, with particular emphasis on handling dropout and causal inference.
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| Emner | Bayesian statistical decision theory
Longitudinal method Sensitivity theory (Mathematics) Analytical, Diagnostic and Therapeutic Techniques and Equipment Vis mer... Bayes Theorem
Cohort Studies Data Interpretation, Statistical Decision Support Techniques Environment and Public Health Epidemiologic Methods Epidemiologic Research Design Epidemiologic Studies Epidemiologic Study Characteristics as Topic Health Care Health Care Evaluation Mechanisms Health Care Quality, Access, and Evaluation Information Science Investigative Techniques Longitudinal Studies Mathematical Concepts Medical Informatics Medical Informatics Applications Models, Statistical Models, Theoretical Phenomena and Processes Probability Public Health Quality of Health Care Sensitivity and Specificity Statistics as Topic Missing observations (Statistics). Bayes statistikk Beslutningsteori Mathematical Statistics Mathematics Physical Sciences & Mathematics sensitivitetsanalyse |
| Sjanger | |
| Dewey | |
| ISBN | 9781584886099
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