Adaptive stream mining : pattern learning and mining from evolving data streams / / Albert Bifet
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| Autore: |
Bifet Albert
|
| Titolo: |
Adaptive stream mining : pattern learning and mining from evolving data streams / / Albert Bifet
|
| Pubblicazione: | Amsterdam, : IOS Press, 2010 |
| Edizione: | 1st ed. |
| Descrizione fisica: | 1 online resource (224 p.) |
| Disciplina: | 006.312 |
| Soggetto topico: | Data mining |
| Pattern recognition systems | |
| Note generali: | Description based upon print version of record. |
| Nota di bibliografia: | Includes bibliographical references. |
| Nota di contenuto: | Title page; Contents; Introduction and Preliminaries; Introduction; Preliminaries; Evolving Data Stream Learning; Mining Evolving Data Streams; Adaptive Sliding Windows; Decision Trees; Ensemble Methods; Closed Frequent Tree Mining; Mining Frequent Closed Rooted Trees; Mining Implications from Lattices of Closed Trees; Evolving Tree Data Stream Mining; Mining Adaptively Frequent Closed Rooted Trees; Adaptive XML Tree Classification; Bibliography |
| Sommario/riassunto: | Contributes to the subject of mining time-changing data streams and addresses the design of learning algorithms for this purpose. This book introduces contributions on several different aspects of the problem, identifying research opportunities and increasing the scope for applications. |
| Titolo autorizzato: | Adaptive stream mining |
| ISBN: | 6612600802 |
| 1-282-60080-X | |
| 9786612600807 | |
| 1-60750-472-3 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910819284303321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Frontiers in artificial intelligence and applications ; ; v. 207.