Data Analytics: Models and Algorithms for Intelligent Data Analysis
Book information
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 Front Matter....Pages i-xii Introduction....Pages 1-3 Data and Relations....Pages 5-22 Data Preprocessing....Pages 23-36 Data Visualization....Pages 37-58 Correlation....Pages 59-65 Regression....Pages 67-83 Forecasting....Pages 85-89 Classification....Pages 91-109 Clustering....Pages 111-132 Back Matter....Pages 133-150
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