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Ensemble methods : foundations and algorithms.

An up-to-date, self-contained introduction to a state-of-the-art machine learning approach, Ensemble Methods: Foundations and Algorithms shows how these accurate methods are used in real-world tasks. It gives you the necessary groundwork to carry out further research in this evolving field. After pr...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Zhou, Zhi-Hua (Computer scientist)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Hoboken : CRC Press, 2012.
Colección:Chapman & Hall/CRC Machine Learning & Pattern Recognition.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Front Cover; Preface; Notations; Contents; 1. Introduction; 2. Boosting; 3. Bagging; 4. Combination Methods; 5. Diversity; 6. Ensemble Pruning; 7. Clustering Ensembles; 8. Advanced Topics; References.