Begge sider forrige revisjon
Forrige revisjon
Neste revisjon
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Forrige revisjon
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ma8701:2017v:course_material [2016-12-14] bo |
ma8701:2017v:course_material [2017-01-17] bo |
===Course books=== | ===Course books=== |
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Main source: | //Main source// |
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[[http://www-stat.stanford.edu/~tibs/ElemStatLearn//|The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition]] (Springer Series in Statistics) by Trevor Hastie, Robert Tibshirani, and Jerome Friedman. | [[http://www-stat.stanford.edu/~tibs/ElemStatLearn//|The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition]] (Springer Series in Statistics) by Trevor Hastie, Robert Tibshirani, and Jerome Friedman. |
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Additional source: | //Additional sources// |
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[[http://link.springer.com/book/10.1007%2F978-1-4614-7138-7|An Introduction to Statistical Learning with Applications in R]] (Springer Texts in Statistics) by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani. | [[http://link.springer.com/book/10.1007%2F978-1-4614-7138-7|An Introduction to Statistical Learning with Applications in R]] (Springer Texts in Statistics) by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani. |
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* The complete books can be downloaded (pdf) from the above links. | [[http://link.springer.com/book/10.1007%2F978-3-319-44048-4|Statistical Learning from a Regression Perspective, Second Edition]] (Springer Texts in Statistics) by Richard A. Berk. |
* If you want to buy the hardcover books, they may be ordered from [[http://www.amazon.co.uk/|amazon.co.uk]] for currently, respectively £48.59 and £51.39 (for example, search for 'Statistical Learning'). | |
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| * The complete books can be downloaded (pdf) from the above links. |
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| ===Associated webpages/resources=== |
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| [[http://www-stat.stanford.edu/~tibs/ElemStatLearn//|Webpage for "The Elements of..."]] |
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| [[http://waxworksmath.com/Authors/G_M/Hastie/WriteUp/weatherwax_epstein_hastie_solutions_manual.pdf|"A Solution Manual and Notes for: The Elements of..."]] |
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| [[http://www-bcf.usc.edu/~gareth/ISL/index.html|Webpage for "An Introduction to..."]] |
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| [[http://blog.princehonest.com/stat-learning|Unofficial Solutions for "An Introduction to..."]] |
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===Recommended reading=== | ===Recommended reading=== |
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==Books:== | |
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(Course book in an earlier course on Multivariate analysis:) \\ | (Course book in an earlier course on Multivariate analysis:) \\ |
Johnson, R.A. and Wichern, D.W.: "Applied Multivariate Statistical Analysis". | Johnson, R.A. and Wichern, D.W.: "Applied Multivariate Statistical Analysis". |
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Hastie, T.J. and Tibshirani, R.J.: "Generalized Additive Models". | Hastie, T.J. and Tibshirani, R.J.: "Generalized Additive Models" |
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