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Data Mining with SPSS Modeler

Theory, Exercises and Solutions

Authors: Wendler, Tilo, Gröttrup, Sören

  • Makes data mining accessible to those without programming skills
  • Provides a step-by-step introduction to the IBM SPSS Modeler
  • Includes a new chapter on imbalanced data and resampling techniques, and an extensive case study on CRISP-DM
  • Features numerous explanatory illustrations and data examples, together with easy access to ready-to-use datasets and solution streams
  • Covers all levels of complexity, from basic statistics to advanced predictive modeling
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eBook £71.50
price for United Kingdom (gross)
  • The eBook version of this title will be available soon
  • Due: December 19, 2020
  • ISBN 978-3-030-54338-9
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Hardcover £89.99
price for United Kingdom (gross)
About this Textbook

Now 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.

About the authors

Dr. Tilo Wendler is a Professor at the University of Applied Sciences HTW Berlin, Germany. He studied mathematics, physics and business information technology. In his doctoral thesis, he examined determinants of user expectations in using information technology. He is also interested in applying 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 is a data scientist with experience in a variety of industries and fields. For many years, he worked in the airline and data-driven marketing business, and he now advises various companies on digitalization and machine learning projects. After studying mathematics and computer science, he was awarded a Ph.D. for his research on stochastic models with biological applications. Alongside his doctoral studies, he worked as a data analyst, analyzing genomic data at a research institute.


Buy this book

eBook £71.50
price for United Kingdom (gross)
  • The eBook version of this title will be available soon
  • Due: December 19, 2020
  • ISBN 978-3-030-54338-9
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Hardcover £89.99
price for United Kingdom (gross)
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Bibliographic Information

Bibliographic Information
Book Title
Data Mining with SPSS Modeler
Book Subtitle
Theory, Exercises and Solutions
Authors
Copyright
2020
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-54338-9
DOI
10.1007/978-3-030-54338-9
Hardcover ISBN
978-3-030-54337-2
Edition Number
2
Number of Pages
X, 1194
Number of Illustrations
1541 b/w illustrations
Topics

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