LEADER 03034nam 22006135 450 001 9910484742203321 005 20250326142530.0 010 $a9783030543389 010 $a3030543382 024 7 $a10.1007/978-3-030-54338-9 035 $a(MiAaPQ)EBC6631133 035 $a(PPN)255885970 035 $a(CKB)4100000011945987 035 $a(DE-He213)978-3-030-54338-9 035 $a(EXLCZ)994100000011945987 100 $a20210524d2021 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aData Mining with SPSS Modeler $eTheory, Exercises and Solutions /$fby Tilo Wendler, Sören Gröttrup 205 $a2nd ed. 2021. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2021. 215 $a1 online resource (1285 pages) 327 $aPreface -- Introduction -- Basic Functions of the SPSS Modeler -- Univariate Statistics -- Multivariate Statistics -- Regression Models -- Factor Analysis -- Cluster Analysis -- Classification Models -- Using R with the Modeler -- Imbalanced Data and Resampling Techniques -- Case Study: Fault Detection in Semiconductor Manufacturing Process -- Appendix. 330 $aNow in its second edition, this textbook introduces readers to the IBM SPSS Modeler and guides them through data mining processes and relevant statistical methods. Focusing on step-by-step tutorials and well-documented examples that help demystify complex mathematical algorithms and computer programs, it also features a variety of exercises and solutions, as well as an accompanying website with data sets and SPSS Modeler streams. While intended for students, the simplicity of the Modeler makes the book useful for anyone wishing to learn about basic and more advanced data mining, and put this knowledge into practice. This revised and updated second edition includes a new chapter on imbalanced data and resampling techniques as well as an extensive case study on the cross-industry standard process for data mining. 606 $aMathematical statistics$xData processing 606 $aData mining 606 $aStatistics 606 $aComputer software 606 $aStatistics and Computing 606 $aData Mining and Knowledge Discovery 606 $aStatistical Theory and Methods 606 $aMathematical Software 615 0$aMathematical statistics$xData processing. 615 0$aData mining. 615 0$aStatistics. 615 0$aComputer software. 615 14$aStatistics and Computing. 615 24$aData Mining and Knowledge Discovery. 615 24$aStatistical Theory and Methods. 615 24$aMathematical Software. 676 $a006.312 676 $a006.312 700 $aWendler$b Tilo$0755875 702 $aGro?ttrup$b So?ren 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910484742203321 996 $aData Mining with SPSS Modeler$92169029 997 $aUNINA