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Biostatistics with R
An Introduction to Statistics Through Biological Data
Taschenbuch von Babak Shahbaba
Sprache: Englisch

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Beschreibung
Biostatistics with R is designed around the dynamic interplay among statistical methods, their applications in biology, and their implementation. The book explains basic statistical concepts with a simple yet rigorous language. The development of ideas is in the context of real applied problems, for which step-by-step instructions for using R and R-Commander are provided. Topics include data exploration, estimation, hypothesis testing, linear regression analysis, and clustering with two appendices on installing and using R and R-Commander. A novel feature of this book is an introduction to Bayesian analysis.
This author discusses basic statistical analysis through a series of biological examples using R and R-Commander as computational tools. The book is ideal for instructors of basic statistics for biologists and other health scientists. The step-by-step application of statistical methods discussed in this book allows readers, who are interested in statistics and its application in biology, to use the book as a self-learning text.
Biostatistics with R is designed around the dynamic interplay among statistical methods, their applications in biology, and their implementation. The book explains basic statistical concepts with a simple yet rigorous language. The development of ideas is in the context of real applied problems, for which step-by-step instructions for using R and R-Commander are provided. Topics include data exploration, estimation, hypothesis testing, linear regression analysis, and clustering with two appendices on installing and using R and R-Commander. A novel feature of this book is an introduction to Bayesian analysis.
This author discusses basic statistical analysis through a series of biological examples using R and R-Commander as computational tools. The book is ideal for instructors of basic statistics for biologists and other health scientists. The step-by-step application of statistical methods discussed in this book allows readers, who are interested in statistics and its application in biology, to use the book as a self-learning text.
Über den Autor
Babak Shahbaba is Assistant Professor of Biostatistics at the University of California, Irvine, where he has been teaching undergraduate courses such as Introduction to Biostatistics, and graduate courses such as Advanced Statistical Methods and Bayesian Analysis. His research interest is related to developing novel statistical methods to answer research questions in genomics, proteomics, and cancer studies.
Zusammenfassung

Discusses basic statistical analysis through a series of biological examples using R and R-Commander as computational tools

Topics are motivated by real examples

Intended for a wide range of readers

Includes supplementary material: [...]

Inhaltsverzeichnis

Introduction.- Data Exploration.- Exploring Relationships.- Probability.- Random Variables and Probability Distribtions.- Estimation.- Hypothesis Testing.- Testing a Hypothesis on the Relatinoship Between Two Variables.- Analysis of Variance.- Analysis of Categorial Variables.- Regression Analysis.- Clustering.- Bayesian Analysis.

Details
Erscheinungsjahr: 2011
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Use R!
Inhalt: xvi
352 S.
89 s/w Illustr.
73 farbige Illustr.
352 p. 162 illus.
73 illus. in color.
ISBN-13: 9781461413011
ISBN-10: 146141301X
Sprache: Englisch
Herstellernummer: 12632916
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Shahbaba, Babak
Hersteller: Springer New York
Springer US, New York, N.Y.
Use R!
Maße: 235 x 155 x 20 mm
Von/Mit: Babak Shahbaba
Erscheinungsdatum: 14.12.2011
Gewicht: 0,557 kg
Artikel-ID: 106860171
Über den Autor
Babak Shahbaba is Assistant Professor of Biostatistics at the University of California, Irvine, where he has been teaching undergraduate courses such as Introduction to Biostatistics, and graduate courses such as Advanced Statistical Methods and Bayesian Analysis. His research interest is related to developing novel statistical methods to answer research questions in genomics, proteomics, and cancer studies.
Zusammenfassung

Discusses basic statistical analysis through a series of biological examples using R and R-Commander as computational tools

Topics are motivated by real examples

Intended for a wide range of readers

Includes supplementary material: [...]

Inhaltsverzeichnis

Introduction.- Data Exploration.- Exploring Relationships.- Probability.- Random Variables and Probability Distribtions.- Estimation.- Hypothesis Testing.- Testing a Hypothesis on the Relatinoship Between Two Variables.- Analysis of Variance.- Analysis of Categorial Variables.- Regression Analysis.- Clustering.- Bayesian Analysis.

Details
Erscheinungsjahr: 2011
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Use R!
Inhalt: xvi
352 S.
89 s/w Illustr.
73 farbige Illustr.
352 p. 162 illus.
73 illus. in color.
ISBN-13: 9781461413011
ISBN-10: 146141301X
Sprache: Englisch
Herstellernummer: 12632916
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Shahbaba, Babak
Hersteller: Springer New York
Springer US, New York, N.Y.
Use R!
Maße: 235 x 155 x 20 mm
Von/Mit: Babak Shahbaba
Erscheinungsdatum: 14.12.2011
Gewicht: 0,557 kg
Artikel-ID: 106860171
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