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Data Analytics
Models and Algorithms for Intelligent Data Analysis
Taschenbuch von Thomas A. Runkler
Sprache: Englisch

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Beschreibung
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.
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.
Über den Autor
Thomas A. Runkler is Principal Research Scientist at Siemens Corporate Technology and Professor for Computer Science at the Technical University of Munich.
Zusammenfassung

A comprehensive introduction

Enabling the reader to design and implement data analytics solutions for real-world applications

Written by a researcher from industry with substantial experience with real-world data analytics applications

Successfully used for more than 10 years in courses at the Technical University of Munich

Inhaltsverzeichnis

Introduction.- Data and Relations.- Data Preprocessing.- Data Visualization.- Correlation.- Regression.- Forecasting.- Classification.- Clustering.

Details
Erscheinungsjahr: 2020
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9783658297787
ISBN-10: 3658297786
Sprache: Englisch
Herstellernummer: 978-3-658-29778-7
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Runkler, Thomas A.
Auflage: 3rd ed. 2020
Hersteller: Springer Fachmedien Wiesbaden
Springer Fachmedien Wiesbaden GmbH
Maße: 240 x 168 x 10 mm
Von/Mit: Thomas A. Runkler
Erscheinungsdatum: 14.05.2020
Gewicht: 0,307 kg
Artikel-ID: 118053360
Über den Autor
Thomas A. Runkler is Principal Research Scientist at Siemens Corporate Technology and Professor for Computer Science at the Technical University of Munich.
Zusammenfassung

A comprehensive introduction

Enabling the reader to design and implement data analytics solutions for real-world applications

Written by a researcher from industry with substantial experience with real-world data analytics applications

Successfully used for more than 10 years in courses at the Technical University of Munich

Inhaltsverzeichnis

Introduction.- Data and Relations.- Data Preprocessing.- Data Visualization.- Correlation.- Regression.- Forecasting.- Classification.- Clustering.

Details
Erscheinungsjahr: 2020
Genre: Informatik, Mathematik, Medizin, Naturwissenschaften, Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9783658297787
ISBN-10: 3658297786
Sprache: Englisch
Herstellernummer: 978-3-658-29778-7
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Runkler, Thomas A.
Auflage: 3rd ed. 2020
Hersteller: Springer Fachmedien Wiesbaden
Springer Fachmedien Wiesbaden GmbH
Maße: 240 x 168 x 10 mm
Von/Mit: Thomas A. Runkler
Erscheinungsdatum: 14.05.2020
Gewicht: 0,307 kg
Artikel-ID: 118053360
Warnhinweis