| Description |
1 online resource (xxiv, 313 pages) : illustrations |
| Series |
Chapman & Hall/CRC Biostatistics series |
|
Chapman & Hall/CRC biostatistics series
|
| Contents |
1. Introduction to R -- 2. Research protocol for meta-analyses -- 3. Fixed-effects and random-effects in meta-analysis -- 4. Meta-analysis with binary data -- 5. Meta-analysis for continuous data -- 6. Heterogeneity in meta-analysis -- Meta-regression -- 8. Individual-patient level data analysis versus meta-analysis -- 9. Meta-analysis for rare events -- 10. Other R packages for meta-analysis |
| Summary |
"Preface In Chapter 8 of our previous book (Chen and Peace, 2010), we briefy introduced meta-analysis using R. Since then, we have been encouraged to develop an entire book on meta-analyses using R that would include a wide variety of applications - which is the theme of this book. In this book we provide a thorough presentation of meta-analysis with detailed step-by-step illustrations on their implementation using R. In each chapter, examples of real studies compiled from the literature and scienti c publications are presented. After presenting the data and sufficient background to permit understanding the application, various meta-analysis methods appropriate for analyzing data are identi ed. Then analysis code is developed using appropriate R packages and functions to meta-analyze the data. Analysis code development and results are presented in a stepwise fashion. This stepwise approach should enable readers to follow the logic and gain an understanding of the analysis methods and the R implementation so that they may use R and the steps in this book to analyze their own meta-data. Based on their experience in biostatistical research and teaching biostatistical meta-analysis, the authors understand that there are gaps between developed statistical methods and applications of statistical methods by students and practitioners. This book is intended to ll this gap by illustrating the implementation of statistical mata-analysis methods using R applied to real data following a step-by-step presentation style. With this style, the book is suitable as a text for a course in meta-data analysis at the graduate level (Master's or Doctorate's), particularly for students seeking degrees in statistics or biostatistics"-- Provided by publisher |
| Bibliography |
Includes bibliographical references and index |
| Subject |
Meta-analysis.
|
|
Meta-Analysis as Topic
|
|
MEDICAL -- Research.
|
|
Meta-analysis
|
| Form |
Electronic book
|
| Author |
Peace, Karl E., 1941- author.
|
| ISBN |
9781466506008 |
|
1466506008 |
|
1466505990 |
|
9781466505995 |
|
9780429096532 |
|
0429096534 |
|
