High-dimensional Data Analysis : From Optimal Metrics to Feature Selection
Language: English
Published by VDM Verlag Dr. Müller, VDM Verlag Dr. Müller E.K., 2008
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 83.33
Quantity: 2 available
Add to basketItem description from seller
Neuware - High-dimensional data are everywhere: texts, sounds, spectra, images, etc. However, many data analysis tools (coming from statistics, artificial intelligence, etc.) were designed for low-dimensional data. Many of the assumptions behind data analysis tools are not transposable to high-dimensional data. For instance, the Euclidean distance concentrates in high-dimensional spaces; all distances seem identical! It furthermore does not distinguish between relenvant and irrelevant features. In Part One of the book, the phenomenon of the concentration of the distances is considered, and its consequences on data analysis tools are studied. Part Two focuses on the problem of feature selection in the case of a large number of initial features. Most of the concepts studied and presented in this thesis are illustrated on chemometric data, and more particularly on spectral data, with the objective of inferring a physical or chemical property of a material by analysis the spectrum of the light it reflects.…
Seller Inventory # 9783836493093
- Title
- High-dimensional Data Analysis : From Optimal Metrics to Feature Selection
- Author
- Damien François
- Publisher
- VDM Verlag Dr. Müller, VDM Verlag Dr. Müller E.K.
- Publication year
- 2008
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 3836493098
- ISBN 13
- 9783836493093
- Item weight
- 280 grams
- Dimensions
- 220x150x11 mm
"Synopsis" may belong to another edition of this title.
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| Item | 7 to 10 business days | 5 to 7 business days |
|---|---|---|
| First item | £ 29.38 | £ 37.78 |
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