Stable Feature Selection in Empty Spaces
Language: English
Published by LAP LAMBERT Academic Publishing Mai 2011, 2011
- Softcover
- New
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germanybuchversandmimpf2000
AbeBooks seller since January 23, 2017
Condition: New
£ 69.87
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This item is printed on demand - Print on Demand Titel. Neuware -Many technological fields produce data characterised by a steadily growing number of dimensions. That number is however often growing much faster than the number of points available. A typical illustration of this trend is Genomics. This setting makes many machine learning applications subject to the curse of dimensionality, making difficult the estimation of robust predictive models. This book focuses on the design and application of techniques achieving both sparse feature selection and estimation of models with good classification performance in high-dimensional, empty spaces. This challenge can be successfully addressed provided that adequate inductive biases are used to mitigate the lack of extra samples. Those biases can consist either of taking many different views of the data only (ensemble methods), or of the use of external extra information, either field expert prior knowledge or other datasets about related tasks (transfer learning or multi-task learning). The proposed methods are tested over gene expression microarray datasets for diagnosis and biomarker discovery. Those datasets are typically made of few tens of samples (patients) and thousands of dimensions (genes).VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 268 pp. Englisch.…
Seller Inventory # 9783844390148
- Title
- Stable Feature Selection in Empty Spaces
- Author
- Thibault Helleputte
- Publisher
- LAP LAMBERT Academic Publishing Mai 2011
- Publication year
- 2011
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 3844390146
- ISBN 13
- 9783844390148
- Item weight
- 417 grams
- Dimensions
- 220x150x17 mm
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About the Author
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buchversandmimpf2000
Emtmannsberg, BAYE, Germany
AbeBooks seller since January 23, 2017
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