Data Analytics
Models and Algorithms for Intelligent Data Analysis
3rd Edition
Published on 13. May 2020
XII, 161 pages
978-3-658-29779-4 (ISBN)
Description
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.
More details
Series
Edition
Third Edition 2020
Language
English
Place of publication
Wiesbaden
Germany
Publishing group
Springer Fachmedien Wiesbaden GmbH
Product notice
Reflowable
Illustrations
XII, 161 p. 72 illus. Textbook for German language market.
File size
6,07 MB
ISBN-13
978-3-658-29779-4 (9783658297794)
DOI
10.1007/978-3-658-29779-4
Schweitzer Classification
Other editions
New editions
Thomas A. Runkler
Data Analytics
Models and Algorithms for Intelligent Data Analysis - A Comprehensive Introduction
E-Book
11/2024
4th Edition
Springer Vieweg
€37.44
Available for download
Additional editions
Book
05/2020
3rd Edition
Springer Vieweg
€53.49
Article exhausted; check for reprint
Previous edition
E-Book
07/2016
2nd Edition
Springer Vieweg
€39.58
Available for download
Person
Thomas A. Runkler is Principal Research Scientist at Siemens Corporate Technology and Professor for Computer Science at the Technical University of Munich.
Content
Introduction.- Data and Relations.- Data Preprocessing.- Data Visualization.- Correlation.- Regression.- Forecasting.- Classification.- Clustering.
