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Statistics for High-Dimensional Data
Statistics for High-Dimensional Data
- ISBN 13:
9783642201912
- ISBN 10:
3642201911
- Format: Hardcover
- Copyright: 06/14/2011
- Publisher: Springer-Verlag New York Inc
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Summary
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, such as the Lasso and boosting methods. It also provides the mathematical theory behind them, proving their great potential in a large number of settings. Both the methods and theory are then illustrated with real data examples.
