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Книга Chemometrics pattern recognition methods Yun Xu

Chemometrics pattern recognition methods

Applications to gentics and metabolomics data

Автор: Yun Xu
Език: Английски език
Корици: С меки корици
Издател: LAP Lambert Academic Publishing
Наличност: Външен склад
Изпращаме след 5-8 дни
72.31 € 141.43 лв
During my Ph.D study I had been challenged by many pattern recognition tasks which coming from very...

Информация за книгата

Автор
Yun Xu
Език
Английски език
Корици
Книга - С меки корици
Издадена
2012
страници
268
EAN
9783659262098
Enbook ID
07159329
Издател
LAP Lambert Academic Publishing
Теглоt
372
Размери
150 x 220 x 14

Пълно описание

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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