Data analysis and graphics using R : an example-based approach /
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Author / Creator: | Maindonald, J. H. (John Hilary), 1937- |
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Edition: | 2nd ed. |
Imprint: | Cambridge ; New York : Cambridge University Press, 2007. |
Description: | xxiii, 502 p., [12] p. of plates : ill. (some col.) ; 27 cm. |
Language: | English |
Series: | Cambridge series on statistical and probabilistic mathematics |
Subject: | |
Format: | Print Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/6221053 |
Table of Contents:
- Preface
- 1. A brief introduction to R
- 2. Styles of data analysis
- 3. Statistical models
- 4. An introduction to formal inference
- 5. Regression with a single predictor
- 6. Multiple linear regression
- 7. Exploiting the linear model framework
- 8. Generalized linear models and survival analysis
- 9. Time series models
- 10. Multi-level models and repeated measures
- 11. Tree-based classification and regression
- 12. Multivariate data exploration and discrimination
- 13. Regression on principal component or discriminant scores
- 14. The R system - additional topics
- Epilogue - models
- References
- Index of R symbols and functions
- Index of terms
- Index of names