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Statistical learning from a regression perspective /
Statistical Learning from a Regression Perspective considers statistical learning applications when interest centers on the conditional distribution of the response variable, given a set of predictors, and when it is important to characterize how the predictors are related to the response. As a firs...
| Cote: | Libro Electrónico |
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| Auteur principal: | |
| Format: | Électronique eBook |
| Langue: | Inglés |
| Publié: |
New York, NY :
Springer Verlag,
©2008.
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| Collection: | Springer series in statistics.
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| Sujets: | |
| Accès en ligne: | Texto completo |
Table des matières:
- Statistical learning as a regression problem
- Regression splines and regression smoothers
- Classification and regression trees (CART)
- Bagging
- Random forests
- Boosting
- Support vector machines
- Broader implications and a bit of craft lore.