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Tian, Siva:

DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Paperback

2010, ISBN: 9783639288681

[ED: Taschenbuch / Paperback], [PU: VDM Verlag Dr. Müller], High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because th… More...

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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Siva Tian
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Siva Tian:

DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Paperback

ISBN: 9783639288681

[ED: Taschenbuch], [PU: VDM Verlag Dr. Müller], Neuware - High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because the … More...

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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Siva Tian
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Siva Tian:
DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Paperback

ISBN: 9783639288681

[ED: Taschenbuch], [PU: VDM Verlag Dr. Müller], Neuware - High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because the … More...

Shipping costs:Versandkostenfrei, Versand nach Deutschland. (EUR 0.00) BuchWeltWeit Inh. Ludwig Meier e.K.
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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Tian, Siva
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Tian, Siva:
DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA - Paperback

2010, ISBN: 9783639288681

[ED: Softcover], [PU: VDM Verlag Dr. Müller], High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because the enormous num… More...

Shipping costs:Versandkostenfrei, Versand nach Deutschland. (EUR 0.00) buecher.de GmbH & Co. KG
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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA Siva Tian Author
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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA Siva Tian Author - new book

ISBN: 9783639288681

High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because the enormous number of variables poses challenges to conventio… More...

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DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA Siva Tian Author

High-dimensional data refers to data with a large number of variables. Classifying these data is a difficult problem because the enormous number of variables poses challenges to conventional classification methods and renders many classical techniques impractical. A natural solution is to add a dimensionality reduction step before a classification technique is applied. We Propose three methods to deal with this problem: a simulated annealing (SA) based method, a multivariate adaptive stochastic search (MASS) method, and a functional adaptive classification (FAC) method. The third method considers functional predictors. They all utilize stochastic search algorithms to select a handful of optimal transformation directions from a large number of random directions in each iteration. These methods are designed to mimic variable selection type methods, such as the Lasso, or variable combination methods, such as PCA, or a method that combines the two approaches. We demonstrate the strengths of our methods on an extensive range of simulation and real-world studies.

Details of the book - DIMENSIONALITY REDUCTION FOR CLASSIFICATION WITH HIGH-DIMENSIONAL DATA Siva Tian Author


EAN (ISBN-13): 9783639288681
ISBN (ISBN-10): 3639288688
Paperback
Publishing year: 2010
Publisher: VDM Verlag Core >1 >T

Book in our database since 2009-12-07T02:44:47+00:00 (London)
Detail page last modified on 2024-03-01T07:38:31+00:00 (London)
ISBN/EAN: 9783639288681

ISBN - alternate spelling:
3-639-28868-8, 978-3-639-28868-1
Alternate spelling and related search-keywords:
Book author: tian, siva


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