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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...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York, NY :
Springer Verlag,
©2008.
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| Colección: | Springer series in statistics.
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| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 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.