Doing Meta-Analysis with R
  • Author : Mathias Harrer
  • Release Date : 15 September 2021
  • Publisher : CRC Press
  • Genre : Mathematics
  • Pages : 500
  • ISBN 13 : 9781000435634

Download Doing Meta-Analysis with R eBook in PDF, Epub and Kindle

Book Description: Doing Meta-Analysis with R: A Hands-On Guide serves as an accessible introduction on how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including calculation and pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments and plotting tools. Advanced but highly relevant topics such as network meta-analysis, multi-three-level meta-analyses, Bayesian meta-analysis approaches and SEM meta-analysis are also covered. A companion R package, dmetar, is introduced at the beginning of the guide. It contains data sets and several helper functions for the meta and metafor package used in the guide. The programming and statistical background covered in the book are kept at a non-expert level, making the book widely accessible. Features • Contains two introductory chapters on how to set up an R environment and do basic imports/manipulations of meta-analysis data, including exercises • Describes statistical concepts clearly and concisely before applying them in R • Includes step-by-step guidance through the coding required to perform meta-analyses, and a companion R package for the book

Doing Meta Analysis with R

Doing Meta Analysis with R

Author : Mathias Harrer,Pim Cuijpers,Toshi A. Furukawa,David D. Ebert
Publisher : CRC Press
Genre : Mathematics
DOWNLOAD

Doing Meta-Analysis with R: A Hands-On Guide serves as an accessible introduction on how meta-analyses can be conducted in R. Essential steps for meta-analysis are covered, including calculation and pooling of outcome measures, forest plots, heterogeneity diagnostics, subgroup analyses, meta-regression, methods to control for publication bias, risk of bias assessments ...

Meta Analysis with R

Meta Analysis with R

Author : Guido Schwarzer,James R. Carpenter,Gerta Rücker
Publisher : Springer
Genre : Medical
DOWNLOAD

This book provides a comprehensive introduction to performing meta-analysis using the statistical software R. It is intended for quantitative researchers and students in the medical and social sciences who wish to learn how to perform meta-analysis with R. As such, the book introduces the key concepts and models used in ...

Applied Meta Analysis with R and Stata

Applied Meta Analysis with R and Stata

Author : Ding-Geng (Din) Chen,Karl E. Peace
Publisher : CRC Press
Genre : Mathematics
DOWNLOAD

Review of the First Edition: The authors strive to reduce theory to a minimum, which makes it a self-learning text that is comprehensible for biologists, physicians, etc. who lack an advanced mathematics background. Unlike in many other textbooks, R is not introduced with meaningless toy examples; instead the reader is ...

Introduction to Meta Analysis

Introduction to Meta Analysis

Author : Michael Borenstein,Larry V. Hedges,Julian P. T. Higgins,Hannah R. Rothstein
Publisher : John Wiley & Sons
Genre : Medical
DOWNLOAD

This book provides a clear and thorough introduction to meta-analysis, the process of synthesizing data from a series of separate studies. Meta-analysis has become a critically important tool in fields as diverse as medicine, pharmacology, epidemiology, education, psychology, business, and ecology. Introduction to Meta-Analysis: Outlines the role of meta-analysis in ...

Applied Meta Analysis with R

Applied Meta Analysis with R

Author : Ding-Geng (Din) Chen,Karl E. Peace
Publisher : CRC Press
Genre : Mathematics
DOWNLOAD

In biostatistical research and courses, practitioners and students often lack a thorough understanding of how to apply statistical methods to synthesize biomedical and clinical trial data. Filling this knowledge gap, Applied Meta-Analysis with R shows how to implement statistical meta-analysis methods to real data using R. Drawing on their extensive ...

Handbook of Meta Analysis

Handbook of Meta Analysis

Author : Christopher H. Schmid,Theo Stijnen,Ian White
Publisher : CRC Press
Genre : Mathematics
DOWNLOAD

Meta-analysis is the application of statistics to combine results from multiple studies and draw appropriate inferences. Its use and importance have exploded over the last 25 years as the need for a robust evidence base has become clear in many scientific areas, including medicine and health, social sciences, education, psychology, ecology, ...

Meta Analysis

Meta Analysis

Author : Mike W.-L. Cheung
Publisher : John Wiley & Sons
Genre : Mathematics
DOWNLOAD

Presents a novel approach to conducting meta–analysis using structural equation modeling. Structural equation modeling (SEM) and meta–analysis are two powerful statistical methods in the educational, social, behavioral, and medical sciences. They are often treated as two unrelated topics in the literature. This book presents a unified framework on ...

Methods of Meta Analysis

Methods of Meta Analysis

Author : John E Hunter,Frank L. Schmidt
Publisher : SAGE
Genre : Psychology
DOWNLOAD

Covering the most important developments in meta-analysis from 1990 to 2004, this text presents new patterns in research findings as well as updated information on existing topics....