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Data mining with decision trees : theory and applications /
This is the first comprehensive book dedicated entirely to the field of decision trees in data mining and covers all aspects of this important technique. Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining, the science and technology of e...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Otros Autores: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Singapore :
World Scientific,
©2008.
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| Colección: | Series in machine perception and artificial intelligence ;
v. 69. |
| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 1. Introduction to decision trees
- 2. Growing decision trees
- 3. Evaluation of classification trees
- 4. Splitting criteria
- 5. Pruning trees
- 6. Advanced decision trees
- 7. Decision forests
- 8. Incremental learning of decision trees
- 9. Feature selection
- 10. Fuzzy decision trees
- 11. Hybridization of decision trees with other techniques
- 12. Sequence classification using decision trees.