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Bayesian Ideas and Data Analysis
An Introduction for Scientists and Statisticians
Buch von Ronald Christensen (u. a.)
Sprache: Englisch

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Beschreibung

Introducing Bayesian methods, this book emphasizes that the primary role of statistics is to provide appropriate tools for addressing scientific questions. As such, the authors present a collaborative approach to data analysis involving both scientists and statisticians that can be used to model unknown parameters using scientific information, called prior information or apriori. Keeping the mathematics to a minimum, the text focuses on applications, statistical ideas, models, and interpretations. It features WinBUGS throughout the computational problems and uses Monte Carlo methods for all simulations.

Introducing Bayesian methods, this book emphasizes that the primary role of statistics is to provide appropriate tools for addressing scientific questions. As such, the authors present a collaborative approach to data analysis involving both scientists and statisticians that can be used to model unknown parameters using scientific information, called prior information or apriori. Keeping the mathematics to a minimum, the text focuses on applications, statistical ideas, models, and interpretations. It features WinBUGS throughout the computational problems and uses Monte Carlo methods for all simulations.

Über den Autor

Ronald Christensen is a Professor in the Department of Mathematics and Statistics at the University of New Mexico, Albuquerque. He is also a Fellow of the American Statistical Association (ASA) and the Institute of Mathematical Statistics as well as the former Chair of the ASA Section on Bayesian Statistical Science.

Wesley Johnson is a Professor in the Department of Statistics at the University of California, Irvine. He is also a Fellow of the ASA and Chair-Elect of the ASA Section on Bayesian Statistical Science.

Adam Branscum is an Associate Professor in the Department of Public Health at Oregon State University, Corvallis.

Timothy E. Hanson is an Associate Professor in the Department of Statistics at the University of South Carolina, Columbia.

Inhaltsverzeichnis

Prologue. Fundamental Ideas I. Integration versus Simulation. Fundamental Ideas II. Comparing Populations. Simulations. Basic Concepts of Regression. Binomial Regression. Linear Regression. Correlated Data. Count Data. Time to Event Data. Time to Event Regression. Binary Diagnostic Tests. Nonparametric Models. Appendices. References.

Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9781439803547
ISBN-10: 1439803544
Sprache: Englisch
Einband: Gebunden
Autor: Christensen, Ronald
Johnson, Wesley
Branscum, Adam
Hersteller: CRC Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 175 x 32 mm
Von/Mit: Ronald Christensen (u. a.)
Erscheinungsdatum: 02.07.2010
Gewicht: 1,064 kg
Artikel-ID: 128418352
Über den Autor

Ronald Christensen is a Professor in the Department of Mathematics and Statistics at the University of New Mexico, Albuquerque. He is also a Fellow of the American Statistical Association (ASA) and the Institute of Mathematical Statistics as well as the former Chair of the ASA Section on Bayesian Statistical Science.

Wesley Johnson is a Professor in the Department of Statistics at the University of California, Irvine. He is also a Fellow of the ASA and Chair-Elect of the ASA Section on Bayesian Statistical Science.

Adam Branscum is an Associate Professor in the Department of Public Health at Oregon State University, Corvallis.

Timothy E. Hanson is an Associate Professor in the Department of Statistics at the University of South Carolina, Columbia.

Inhaltsverzeichnis

Prologue. Fundamental Ideas I. Integration versus Simulation. Fundamental Ideas II. Comparing Populations. Simulations. Basic Concepts of Regression. Binomial Regression. Linear Regression. Correlated Data. Count Data. Time to Event Data. Time to Event Regression. Binary Diagnostic Tests. Nonparametric Models. Appendices. References.

Details
Erscheinungsjahr: 2010
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9781439803547
ISBN-10: 1439803544
Sprache: Englisch
Einband: Gebunden
Autor: Christensen, Ronald
Johnson, Wesley
Branscum, Adam
Hersteller: CRC Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 250 x 175 x 32 mm
Von/Mit: Ronald Christensen (u. a.)
Erscheinungsdatum: 02.07.2010
Gewicht: 1,064 kg
Artikel-ID: 128418352
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