Data Mining with SPSS Modeler

Theory, Exercises and Solutions

Tilo Wendler, Sören Gröttrup (Autoren)

Buch | Hardcover

XII, 1059 Seiten

2016 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-28707-2 (ISBN)

Infos

Introducing the IBM SPSS Modeler, this book guides readers through data mining processes and presents relevant statistical methods. There is a special focus on step-by-step tutorials and well-documented examples that help demystify complex mathematical algorithms and computer programs. The variety of exercises and solutions as well as an accompanying website with data sets and SPSS Modeler streams are particularly valuable. 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.

Autor

Prof. Dr. Tilo Wendler studied mathematics, physics and business information technology. In his doctoral thesis he examined determinants of user expectations in using information technology. With much interest he applied complex statistical methods in the banking sector especially in the field of rating methods. He has been teaching business statistics and data mining for ten years. Dr. Sören Gröttrup studied mathematics and computer science with focus on probability theory and statistics and got his Ph.D. for his research on biological models. Parallel to his doctoral studies, he worked in a research institute as a data analyst on genomic data sets. Today, he works as a data analyst and statistician in the industrial and marketing sector.

Inhalt

Preface.- Introduction.- Basic Functions of the SPSS Modeler.- Univariate Statistics.- Multivariate Statistics.- Regression Models.- Factor Analysis.- Cluster Analysis.- Classification Models.- Using R with the Modeler.- Data Sets Used in This Book.

Produkt-Details

• Erscheinungsdatum: 31.05.2016
• Zusatzinfo: XII, 1059 p. 1378 illus., 1277 illus. in color.
• Verlagsort: Cham
• Sprache: englisch
• Maße: 155 x 235 mm
• Themenwelt: Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
• Schlagworte: 62-07, 62Hxx, 62Pxx, 62-01 • Data Mining • data mining and knowledge discovery • exercises and solutions • IBM SPSS Modeler • mathematical software • mathematics and statistics • predictive analytics • Statistical Methods • Statistical Theory and Methods • Statistics and Computing/Statistics Programs
• ISBN-10: 3-319-28707-9 / 3319287079
• ISBN-13: 978-3-319-28707-2 / 9783319287072
• Zustand: Neuware