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Data analysis and graphics using R : an example-based approach
Maindonald, J. H, (John Hilary), 1937 · Cambridge New York : Cambridge University Press, 2010
- Publisher
- Cambridge New York : Cambridge University Press, 2010
- Physical description
- 1 pages
- ISBN
- 0511712863 (electronic bk.);0511714955 (ebook);0511723008 (electronic bk.);6612585838 (electronic bk.);9780511712869 (electronic bk.);9780511714955 (ebook);9780511723001 (electronic bk.);9786612585838 (electronic bk.)
- Dewey classification
- 519.5/0285
- Subjects
- R (Computer program language)Statistics--Data processingStatistics--Graphic methods--Data processing
- Language
- English
Summary
"Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display, and interpretation of data. The many worked examples, from real-world research, are accompanied by commentary on what is done and why. The companion website has code and datasets, allowing readers to reproduce all analyses, along with solutions to selected exercises and updates. Assuming basic statistical knowledge and some experience with data analysis (but not R), the book is ideal for research scientists, final-year undergraduate or graduate-level students of applied statistics, and practising statisticians. It is both for learning and for reference. This third edition expands upon topics such as Bayesian inference for regression, errors in variables, generalized linear mixed models, and random forests"--Provided by publisher
Digital copy
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Catalogue record
| Field | Value |
|---|---|
| 001Control number | 26054 |
| 003Control number identifier | OCoLC |
| 005Date and time of latest transaction | 17 Jun 2016, 14:02 |
| 006Fixed-length data elements – additional material characteristics | m d |
| 007Physical description fixed field | cr mnu---unuuu |
| 008Fixed-length data elements | 100719s2010 enkaf ob 001 0 eng d |
| 020International Standard Book Number (ISBN) |
|
| 035System control number | (OCoLC)648739924 |
| 040Cataloging source | N{dollar}T eng N{dollar}T IDEBK E7B CDX OSU OCLCQ EBLCP YDXCP UX0 GZM OCLCQ |
| 041Language code | eng |
| 050Library of Congress call number |
|
| 072Subject category code | MAT 029000 bisacsh |
| 082Dewey Decimal call number | 519.5/0285 M103N |
| 100Main entry – personal name | Maindonald, J. H. (John Hilary), 1937- |
| 245Title statement | Data analysis and graphics using R [electronic resource] : an example-based approach / John Maindonald and W. John Braun. |
| 250Edition statement | 3rd ed. |
| 260Publication, distribution, etc. (imprint) | Cambridge ; New York : Cambridge University Press, 2010 |
| 300Physical description | 1 online resource (xxvi, 525 p., [12] p. of plates) : ill. (some col.) |
| 490Series statement | Cambridge series in statistical and probabilistic mathematics ; 10. |
| 504Bibliography, etc. note | Includes bibliographical references and indexes. |
| 505Formatted contents note | A brief introduction to R -- Styles of data analysis -- Statistical models -- A review of inference concepts -- Regression with a single predictor -- Multiple linear regression -- Exploiting the linear model framework -- Generalized linear models and survival analysis -- Time series models -- Multi-level models, and repeated measures -- Tree-based classification and regression -- Multivariate data exploration and discrimination -- Regression on principal component or discriminant scores -- The R system: additional topics -- Graphs in R. |
| 520Summary, etc. | "Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display, and interpretation of data. The many worked examples, from real-world research, are accompanied by commentary on what is done and why. The companion website has code and datasets, allowing readers to reproduce all analyses, along with solutions to selected exercises and updates. Assuming basic statistical knowledge and some experience with data analysis (but not R), the book is ideal for research scientists, final-year undergraduate or graduate-level students of applied statistics, and practising statisticians. It is both for learning and for reference. This third edition expands upon topics such as Bayesian inference for regression, errors in variables, generalized linear mixed models, and random forests"--Provided by publisher. |
| 650Subject added entry – topical term |
|
| 700Added entry – personal name | Braun, John, 1963- |
| 740Added entry – uncontrolled related/analytical title | Orbis Cascade Alliance EBL DDA purchased title. |
| 776Additional physical form entry | Print version : Maindonald, J.H. (John Hilary), 1937- Data analysis and graphics using R. 3rd ed. Cambridge ; New York : Cambridge University Press, 2010 9780521762939 (DLC) 2009054016 (OCoLC)499073965. |
| 830Series added entry – uniform title | Cambridge series on statistical and probabilistic mathematics ; 10. |
| 999Collection | Downloads |
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