Association Models in Epidemiology - Hongjie Liu

Association Models in Epidemiology

Study Designs, Modeling Strategies, and Analytic Methods

(Autor)

Buch | Hardcover
465 Seiten
2024
Chapman & Hall/CRC (Verlag)
978-1-032-35340-1 (ISBN)
95,95 inkl. MwSt
Focuses on integrating epidemiologic principles with statistical modeling methods in such a way that the principles inform the choice of modeling strategy and covariate selection.
Association Models in Epidemiology: Study Designs, Modeling Strategies, and Analytic Methods is written by an epidemiologist for graduate students, researchers, and practitioners who will use regression techniques to analyze data. It focuses on association models rather than prediction models. The book targets students and working professionals who lack bona fide modeling experts but are committed to conducting appropriate regression analyses and generating valid findings from their projects. This book aims to offer detailed strategies to guide them in modeling epidemiologic data.

Features



Custom-Tailored Models: Discover association models specifically designed for epidemiologic study designs.
Epidemiologic Principles in Action: Learn how to apply and translate epidemiologic principles into regression modeling techniques.
Model Specification Guidance: Get expert guidance on model specifications to estimate exposure-outcome associations, accurately controlling for confounding bias.
Accessible Language: Explore regression intricacies in user-friendly language, accompanied by real-world examples that make learning easier.
Step-by-Step Approach: Follow a straightforward step-by-step approach to master strategies and procedures for analysis.
Rich in Examples: Benefit from 120 examples, 77 figures, 86 tables, and 174 SAS® outputs with annotations to enhance your understanding.

Crafted for two primary audiences, this text benefits graduate epidemiology students seeking to understand how epidemiologic principles inform modeling analyses and public health professionals conducting independent analyses in their work. Therefore, this book serves as a textbook in the classroom and as a reference book in the workplace. A wealth of supporting material is available for download from the book’s CRC Press webpage. Upon completing this text, readers should gain confidence in accurately estimating associations between risk factors and outcomes, controlling confounding bias, and assessing effect modification.

Hongjie Liu is professor of epidemiology at the School of Public Health, University of Maryland, College Park. He earned his doctoral degree in epidemiology from the School of Public Health at the University of California, Los Angeles (UCLA). His research focuses on the epidemiology of infectious diseases and research methodology. He has served as the principal investigator, co-investigator, and biostatistics consultant in over 30 research projects and published 125 peer-reviewed papers. Over the past two decades, Dr. Liu has taught intermediate and advanced epidemiology to master's and doctoral students. His courses emphasize the integration of epidemiologic principles with regression techniques.

1. Association Models in Analytic Epidemiologic Research: Principles and Methods. 2. Modeling for Cohort Studies: Incidence Rate Ratio, Risk Ratio, and Risk Difference. 3. Modeling for Cohort Studies: Time-to-Event Outcome. 4. Modeling for Cohort Studies: Propensity Score Method. 5. Modeling for Traditional Case-Control Studies. 6. Modeling for Matched Case-Control Studies. 7. Modeling for Population-Based Case-Control Studies. 8. Modeling for Cross-Sectional Studies. 9. Modeling for Ecologic Studies. 10. Spline Regression Models: Beyond Linearity and Categorization.

Erscheinungsdatum
Reihe/Serie Chapman & Hall/CRC Biostatistics Series
Zusatzinfo 56 Tables, black and white; 106 Line drawings, black and white; 106 Illustrations, black and white
Sprache englisch
Maße 178 x 254 mm
Themenwelt Mathematik / Informatik Mathematik
Studium Querschnittsbereiche Epidemiologie / Med. Biometrie
Naturwissenschaften Biologie
ISBN-10 1-032-35340-6 / 1032353406
ISBN-13 978-1-032-35340-1 / 9781032353401
Zustand Neuware
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