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Carte Chemometrics pattern recognition methods Yun Xu

Chemometrics pattern recognition methods

Applications to gentics and metabolomics data

Autor: Yun Xu
Limbă: engleză
Legare: Carte broșată
Editura: LAP Lambert Academic Publishing
Disponibilitate: În depozitul extern
Expediem în 5-8 zile
378.13 lei
During my Ph.D study I had been challenged by many pattern recognition tasks which coming from very...

Informații despre carte

Autor
Yun Xu
Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2012
Pagini
268
EAN
9783659262098
Enbook ID
07159329
Editura
LAP Lambert Academic Publishing
Greutate
372
Dimensiuni
150 x 220 x 14

Descriere completă

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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