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035   $a(DE-He213)978-3-662-62027-4
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100   $a20200820d2020      u|         0
101 0 $aeng
135   $aurnn#008mamaa
181   $ctxt$2rdacontent
182   $cc$2rdamedia
183   $acr$2rdacarrier
200 10$aChemometrics with R $eMultivariate Data Analysis in the Natural and Life Sciences /$fby Ron Wehrens
205   $a2nd ed. 2020.
210  1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2020.
215   $a1 online resource (XVI, 308 p. 111 illus., 82 illus. in color.)
225 1 $aUse R!,$x2197-5744
311 08$a3-662-62026-X 
311 08$a9783662620267 Print version: Chemometrics with R 
327   $aIntroduction. - Data -- Preprocessing -- Principal Component Analysis -- Self-Organizing Maps. - Clustering -- Classification -- Multivariate Regression. - Validation -- Variable Selection -- Chemometric Applications.
330   $aThis book offers readers an accessible introduction to the world of multivariate statistics in the life sciences, providing a comprehensive description of the general data analysis paradigm, from exploratory analysis (principal component analysis, self-organizing maps and clustering) to modeling (classification, regression) and validation (including variable selection). It also includes a special section discussing several more specific topics in the area of chemometrics, such as outlier detection, and biomarker identification. The corresponding R code is provided for all the examples in the book; and scripts, functions and data are available in a separate R package. This second revised edition features not only updates on many of the topics covered, but also several sections of new material (e.g., on handling missing values in PCA, multivariate process monitoring and batch correction). .
410  0$aUse R!,$x2197-5744
606   $aBiometry
606   $aStatistics
606   $aStatistics
606   $aChemistry$xData processing
606   $aBioinformatics
606   $aBiostatistics
606   $aStatistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences
606   $aStatistical Theory and Methods
606   $aComputational Chemistry
606   $aBioinformatics
606   $aQuimiometria$2thub
606   $aR (Llenguatge de programació)$2thub
608   $aLlibres electrònics$2thub
615  0$aBiometry.
615  0$aStatistics.
615  0$aStatistics.
615  0$aChemistry$xData processing.
615  0$aBioinformatics.
615 14$aBiostatistics.
615 24$aStatistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences.
615 24$aStatistical Theory and Methods.
615 24$aComputational Chemistry.
615 24$aBioinformatics.
615  7$aQuimiometria
615  7$aR (Llenguatge de programació)
676   $a543.015195
700   $aWehrens$b Ron$4aut$4http://id.loc.gov/vocabulary/relators/aut$0475506
801  0$bMiAaPQ
801  1$bMiAaPQ
801  2$bMiAaPQ
906   $aBOOK
912   $a9910484029503321
996   $aChemometrics with R$9248339
997   $aUNINA