Models and Algorithms for Intelligent Data Analysis
Autor: Thomas A. Runkler
CHF 69.00
ISBN: 978-3-658-29778-7
Einband: Kartonierter Einband (Kt)
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This book is a comprehensive introduction to the methods and algorithms of modern data analytics. It provides a sound mathematical basis, discusses advantages and drawbacks of different approaches, and enables the reader to design and implement data analytics solutions for real-world applications. This book has been used for more than ten years in the Data Mining course at the Technical University of Munich. Much of the content is based on the results of industrial research and development projects at Siemens.


Content

? Data Analytics

? Data and Relations

? Data Preprocessing

? Data Visualization

? Correlation

? Regression

? Forecasting

? Classification

? Clustering


Target Groups

  • Students of computer science, mathematics and engineering
  • Data analytics practitioners


The Author

Thomas A. Runkler is Principal Research Scientist atSiemens Corporate Technology and Professor for Computer Science at the Technical University of Munich.



This book is a comprehensive introduction to the methods and algorithms of modern data analytics. It provides a sound mathematical basis, discusses advantages and drawbacks of different approaches, and enables the reader to design and implement data analytics solutions for real-world applications. This book has been used for more than ten years in the Data Mining course at the Technical University of Munich. Much of the content is based on the results of industrial research and development projects at Siemens.


Content

? Data Analytics

? Data and Relations

? Data Preprocessing

? Data Visualization

? Correlation

? Regression

? Forecasting

? Classification

? Clustering


Target Groups

  • Students of computer science, mathematics and engineering
  • Data analytics practitioners


The Author

Thomas A. Runkler is Principal Research Scientist atSiemens Corporate Technology and Professor for Computer Science at the Technical University of Munich.



Autor Thomas A. Runkler
Verlag Springer Fachmedien Wiesbaden
Einband Kartonierter Einband (Kt)
Erscheinungsjahr 2020
Seitenangabe 176 S.
Ausgabekennzeichen Englisch
Abbildungen Paperback
Masse H24.0 cm x B16.8 cm x D1.0 cm 307 g
Auflage 3rd ed. 2020
Verlagsartikelnummer 978-3-658-29778-7

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