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Kniha Chemometrics pattern recognition methods Yun Xu

Chemometrics pattern recognition methods

Applications to gentics and metabolomics data

Autor: Yun Xu
Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: LAP Lambert Academic Publishing
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
1 555 Kč
During my Ph.D study I had been challenged by many pattern recognition tasks which coming from very...

Informace o knize

Autor
Yun Xu
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2012
Stránek
268
EAN
9783659262098
Enbook ID
07159329
Vydavatel
LAP Lambert Academic Publishing
Hmotnost
372
Rozměry
150 x 220 x 14

Kompletní popis

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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