Spectral feature selection for data mining / / Zheng Alan Zhao, Huan Liu
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| Autore: |
Zhao Zheng (Zheng Alan)
|
| Titolo: |
Spectral feature selection for data mining / / Zheng Alan Zhao, Huan Liu
|
| Pubblicazione: | 2011 |
| Boca Raton, FL : , : CRC Press, , [2012] | |
| ©2012 | |
| Edizione: | 1st ed. |
| Descrizione fisica: | 1 online resource (216 p.) |
| Disciplina: | 006.3/12 |
| 006.312 | |
| Soggetto topico: | Data mining |
| Classificazione: | BUS061000COM000000COM012040 |
| Persona (resp. second.): | LiuHuan <1958-> |
| Note generali: | "A Chapman & Hall book." |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | Front Cover; Dedication; Contents; Preface; Authors; Symbol Description; 1. Data of High Dimensionality and Challenges; 2. Univariate Formulations for Spectral Feature Selection; 3. Multivariate Formulations; 4. Connections to Existing Algorithms; 5. Large-Scale Spectral Feature Selection; 6. Multi-Source Spectral Feature Selection; References |
| Sommario/riassunto: | Spectral Feature Selection for Data Mining introduces a novel feature selection technique that establishes a general platform for studying existing feature selection algorithms and developing new algorithms for emerging problems in real-world applications. This technique represents a unified framework for supervised, unsupervised, and semisupervised feature selection. The book explores the latest research achievements, sheds light on new research directions, and stimulates readers to make the next creative breakthroughs. It presents the intrinsic ideas behind spectral feature selection, its th |
| Titolo autorizzato: | Spectral feature selection for data mining |
| ISBN: | 9786613908575 |
| 9781000023077 | |
| 1000023079 | |
| 9780429107191 | |
| 0429107196 | |
| 9781283596121 | |
| 1283596121 | |
| 9781439862100 | |
| 1439862109 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910316451103321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Chapman & Hall/CRC data mining and knowledge discovery series.