Ensemble Methods in Data Mining Improving Accuracy Through Combining Predictions |
|
| Author:
| Seni, Giovanni
Elder, John |
| Series title: | Synthesis Lectures on Data Mining and Knowledge Discovery Ser. |
| ISBN: | 978-1-60845-284-2 |
| Publication Date: | Feb 2010 |
| Publisher: | Morgan & Claypool Publishers
|
| Book Format: | Paperback |
| List Price: | USD $35.00USD $35.00 |
Book Description:
|
Ensemble combine multiple models into one usually more accurate than the best of its components. Ensembles can provide a critical boost to industrial challenges where predictive accuracy is more vital than model interpretability. Ensembles are useful with all modeling algorithms, but this book focuses on decision trees to explain them clearly.
Ensemble combine multiple models into one usually more accurate than the best of its components. Ensembles can provide a critical boost to industrial challenges where predictive accuracy is more vital than model interpretability. Ensembles are useful with all modeling algorithms, but this book focuses on decision trees to explain them clearly.