1.

Record Nr.

UNINA9910790494803321

Autore

Zhou Zhi-Hua, Ph. D.

Titolo

Ensemble methods : foundations and algorithms / / Zhi-Hua Zhou

Pubbl/distr/stampa

Boca Raton, Fla. : , : CRC Press, , 2012

ISBN

0-429-15109-8

1-4398-3005-3

Descrizione fisica

1 online resource (234 p.)

Collana

Chapman & Hall/CRC machine learning & pattern recognition series

Classificazione

BUS061000COM021030COM037000

Disciplina

006.3/1

Soggetti

Machine learning - Mathematics

Algorithms

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

A Chapman & Hall book.

Nota di bibliografia

Includes bibliographical references and index.

Nota di contenuto

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

Sommario/riassunto

This comprehensive book presents an in-depth and systematic introduction to ensemble methods for researchers in machine learning, data mining, and related areas. It helps readers solve modem problems in machine learning using these methods. The author covers the spectrum of research in ensemble methods, including such famous methods as boosting, bagging, and rainforest, along with current directions and methods not sufficiently addressed in other books. Chapters explore cutting-edge topics, such as semi-supervised ensembles, cluster ensembles, and comprehensibility, as well as successful applications--