LEADER 03704nam 22006375 450 001 996418252603316 005 20220627162125.0 010 $a3-662-62027-8 024 7 $a10.1007/978-3-662-62027-4 035 $a(CKB)4100000011392446 035 $a(DE-He213)978-3-662-62027-4 035 $a(MiAaPQ)EBC6313931 035 $a(PPN)250212188 035 $a(EXLCZ)994100000011392446 100 $a20200820d2020 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aChemometrics with R$b[electronic resource] $eMultivariate Data Analysis in the Natural and Life Sciences /$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 $aUse R!,$x2197-5736 311 $a3-662-62026-X 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!,$x2197-5736 606 $aStatistics  606 $aChemoinformatics 606 $aBioinformatics 606 $aR (Computer program language) 606 $aStatistics for Life Sciences, Medicine, Health Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/S17030 606 $aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/S17020 606 $aStatistical Theory and Methods$3https://scigraph.springernature.com/ontologies/product-market-codes/S11001 606 $aComputer Applications in Chemistry$3https://scigraph.springernature.com/ontologies/product-market-codes/C13009 606 $aBioinformatics$3https://scigraph.springernature.com/ontologies/product-market-codes/L15001 615 0$aStatistics . 615 0$aChemoinformatics. 615 0$aBioinformatics. 615 0$aR (Computer program language). 615 14$aStatistics for Life Sciences, Medicine, Health Sciences. 615 24$aStatistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. 615 24$aStatistical Theory and Methods. 615 24$aComputer Applications in Chemistry. 615 24$aBioinformatics. 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 $a996418252603316 996 $aChemometrics with R$9248339 997 $aUNISA LEADER 00884nam a2200253 i 4500 001 991000268149707536 005 20020527111154.0 008 010810s1941 uk ||| | eng 035 $ab10053918-39ule_inst 035 $aPARLA218531$9ExL 040 $aDip.to Filosofia$bita 082 0 $a327.45 100 1 $aWard, Barbara$0460101 245 10$aItalian foreign policy /$cBarbara Ward 260 $aOxford :$bClarendon press,$c1941 300 $a32 p. :$bc. geogr. ;$c19 cm. 490 0 $aOxford pamphlets on world affairs ;$v48 651 4$aItalia$xPolitica estera 907 $a.b10053918$b17-02-17$c27-06-02 912 $a991000268149707536 945 $aLE005 MF 26 H 49$g1$i2005000221385$lle005$o-$pE0.00$q-$rl$s- $t0$u1$v0$w1$x0$y.i10062166$z27-06-02 996 $aItalian foreign policy$9193558 997 $aUNISALENTO 998 $ale005$b01-01-01$cm$da $e-$feng$guk $h0$i1