Chemometrics Pattern Recognition Methods: Applications To Gentics And Metabolomics Data

Xu, Yun; Xu, Yun

ISBN 10: 3659262099 ISBN 13: 9783659262098

Editorial: Lap Lambert Academic Publishing, 2012

Idioma: Ingl�s

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Descripci�n

268 pages. 8.66x5.91x0.61 inches. In Stock.

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Detalles bibliogr�ficos

T�tulo

Chemometrics Pattern Recognition Methods: Applications To Gentics And Metabolomics Data

Editor

Lap Lambert Academic Publishing

Fecha de publicaci�n

2012

Idioma

Ingl�s

ISBN 10

3659262099

ISBN 13

9783659262098

Encuadernaci�n

Paperback

Estado

Brand New

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Sinopsis

During my Ph.D study I had been challenged by many pattern recognition tasks which coming from very different disciplines. Each task had it's unique problems. It took great efforts to find a suitable way to solve each of the problem. In return, this thesis has covered a very broad spectrum of Chemometrics pattern recognition techniques, from well known and commonly used models such as PCA, PLS-DA to state of the art models such as kernel learning and support vector machines. There is also a good coverage of the methods which are much less known to the community but could be very useful methods such as principal coordiante analysis, featureless pattern recognitions and multivariate pattern comparison. The usefulness of these methods were demonstrated through several real-life applications including single nucleotide polymorphism analysis, DNA microarray analysis and a few human and mice metabolomic profiling studies. The comprehensive coverage of chemometrics pattern recognition techniues combined with several applications could be very useful to those who work in a similar discipline.

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