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Książka Chemometrics pattern recognition methods Yun Xu

Chemometrics pattern recognition methods

Applications to gentics and metabolomics data

Autor: Yun Xu
Język: Angielski
Oprawa: Miękka
Wydawca: LAP Lambert Academic Publishing
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
290.60 zł
During my Ph.D study I had been challenged by many pattern recognition tasks which coming from very...

Informacje o książce

Autor
Yun Xu
Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2012
strony
268
EAN
9783659262098
Enbook ID
07159329
Wydawca
LAP Lambert Academic Publishing
Waga
372
Wymiary
150 x 220 x 14

Pełny opis

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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