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Applied Meta-Analysis with R and Stata
Buch von Ding-Geng (University of North Carolina Chen (u. a.)
Sprache: Englisch

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Beschreibung

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, this book shows how to implement statistical meta-analysis methods to real data using R and Stata.

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, this book shows how to implement statistical meta-analysis methods to real data using R and Stata.

Über den Autor

Ding-Geng (Din) Chen is a fellow of American Statistical Association and currently the Wallace H. Kuralt Distinguished Professor at the University of North Carolina-Chapel Hill, USA. Formerly, he was a Professor of Biostatistics at the University of Rochester, New York, USA, the Karl E. Peace Endowed Eminent Scholar Chair and professor in Biostatistics in the Jiann-Ping Hsu College of Public Health at Georgia Southern University, USA, and a professor of statistics at South Dakota Stata University, USA. Dr. Chen's research interests include clinical trial biostatistical methodological development in Bayesian models, survival analysis, multi-level modelling and longitudinal data analysis, and statistical meta-analysis. He has published more than 200 refereed papers and co-authored/co-edited 30 book in statistics.

Karl E. Peace is the Georgia Cancer Coalition Distinguished Cancer Scholar, Founding Director of the Center for Biostatistics, Professor of Biostatistics, and Senior Research Scientist in the Jiann-Ping Hsu College of Public Health at Georgia Southern University (GSU). Dr. Peace has made pivotal contributions in the development and approval of drugs to treat numerous diseases and disorders. A fellow of the ASA, he has been a recipient of many honors, including the Drug Information Association Outstanding Service Award, the American Public Health Association Statistics Section Award, The First recipient of the President's Medal for outstanding contributions to GSU, and recognition by the Georgia and US Houses of Representatives, and the Virginia House of Delegates.

Inhaltsverzeichnis

1. Introduction to R and Stata for Meta-Analysis
2. Research Protocol for Meta-Analyses
3. Fixed-E ects and Random-E ects in Meta-Analysis
4. Meta-Analysis with Binary Data
5. Meta-Analysis for Continuous Data
6. Heterogeneity in Meta-Analysis
7. Meta-Regression
8. Multivariate Meta-Analysis
9. Publication Bias in Meta-Analysis
10. Strategies to Handle Missing Data in Meta-Analysis
11. Meta-Analysis for Evaluating Diagnostic Accuracy
12. Network Meta-Analysis
13. Meta-Analysis for Rare Events
14. Meta-Analyses with Individual Patient-Level Data versus Summary Statistics
15. Other R/Stata Packages for Meta-Analysis

Details
Erscheinungsjahr: 2021
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Seiten: 424
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9780367183837
ISBN-10: 0367183838
Sprache: Englisch
Einband: Gebunden
Autor: Chen, Ding-Geng (University of North Carolina
Peace, Karl E.
Hersteller: Taylor & Francis Ltd
Maße: 160 x 244 x 33 mm
Von/Mit: Ding-Geng (University of North Carolina Chen (u. a.)
Erscheinungsdatum: 31.03.2021
Gewicht: 0,808 kg
preigu-id: 121418115
Über den Autor

Ding-Geng (Din) Chen is a fellow of American Statistical Association and currently the Wallace H. Kuralt Distinguished Professor at the University of North Carolina-Chapel Hill, USA. Formerly, he was a Professor of Biostatistics at the University of Rochester, New York, USA, the Karl E. Peace Endowed Eminent Scholar Chair and professor in Biostatistics in the Jiann-Ping Hsu College of Public Health at Georgia Southern University, USA, and a professor of statistics at South Dakota Stata University, USA. Dr. Chen's research interests include clinical trial biostatistical methodological development in Bayesian models, survival analysis, multi-level modelling and longitudinal data analysis, and statistical meta-analysis. He has published more than 200 refereed papers and co-authored/co-edited 30 book in statistics.

Karl E. Peace is the Georgia Cancer Coalition Distinguished Cancer Scholar, Founding Director of the Center for Biostatistics, Professor of Biostatistics, and Senior Research Scientist in the Jiann-Ping Hsu College of Public Health at Georgia Southern University (GSU). Dr. Peace has made pivotal contributions in the development and approval of drugs to treat numerous diseases and disorders. A fellow of the ASA, he has been a recipient of many honors, including the Drug Information Association Outstanding Service Award, the American Public Health Association Statistics Section Award, The First recipient of the President's Medal for outstanding contributions to GSU, and recognition by the Georgia and US Houses of Representatives, and the Virginia House of Delegates.

Inhaltsverzeichnis

1. Introduction to R and Stata for Meta-Analysis
2. Research Protocol for Meta-Analyses
3. Fixed-E ects and Random-E ects in Meta-Analysis
4. Meta-Analysis with Binary Data
5. Meta-Analysis for Continuous Data
6. Heterogeneity in Meta-Analysis
7. Meta-Regression
8. Multivariate Meta-Analysis
9. Publication Bias in Meta-Analysis
10. Strategies to Handle Missing Data in Meta-Analysis
11. Meta-Analysis for Evaluating Diagnostic Accuracy
12. Network Meta-Analysis
13. Meta-Analysis for Rare Events
14. Meta-Analyses with Individual Patient-Level Data versus Summary Statistics
15. Other R/Stata Packages for Meta-Analysis

Details
Erscheinungsjahr: 2021
Fachbereich: Allgemeine Lexika
Genre: Medizin
Rubrik: Wissenschaften
Medium: Buch
Seiten: 424
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9780367183837
ISBN-10: 0367183838
Sprache: Englisch
Einband: Gebunden
Autor: Chen, Ding-Geng (University of North Carolina
Peace, Karl E.
Hersteller: Taylor & Francis Ltd
Maße: 160 x 244 x 33 mm
Von/Mit: Ding-Geng (University of North Carolina Chen (u. a.)
Erscheinungsdatum: 31.03.2021
Gewicht: 0,808 kg
preigu-id: 121418115
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