Apress Windows 10 Release Sale

Data Analytics

Models and Algorithms for Intelligent Data Analysis

By Thomas A. Runkler

  • eBook Price: $29.95
Buy eBook Buy Print Book

Data Analytics Cover Image

  • Add to Wishlist
  • ISBN13: 978-3-8348-2588-9
  • 147 Pages
  • Publication Date: September 28, 2012
  • Available eBook Formats: PDF

Related Titles

  • Data-Driven Process Discovery and Analysis
  • Transactions on Large-Scale Data- and Knowledge-Centered Systems XVIII
  • UML @ Classroom
  • Computational Color Imaging
  • Energy Efficient Data Centers
  • Job Scheduling Strategies for Parallel Processing
  • Implementing IT Processes
  • Guide to Computer Network Security
  • Guide to High Performance Distributed Computing
  • Information Systems Reengineering, Integration and Normalization
Full Description
This book is a comprehensive introduction to the methods and algorithms and approaches of modern data analytics. It covers data preprocessing, visualization, correlation, regression, forecasting, classification, and clustering. 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. The text is designed for undergraduate and graduate courses on data analytics for engineering, computer science, and math students. It is also suitable for practitioners working on data analytics projects. This book has been used for more than ten years in numerous courses at the Technical University of Munich, Germany, in short courses at several other universities, and in tutorials at scientific conferences. Much of the content is based on the results of industrial research and development projects at Siemens.
Table of Contents

Table of Contents

  1. Data Analytics.
  2.  Data and Relations.
  3.  Data Preprocessing.
  4.  Data Visualization.
  5. Correlation.
  6.  Regression.
  7.  Forecasting.
  8.  Classification.
  9.  Clustering.
Errata

Please Login to submit errata.

No errata are currently published

Best-Sellers

    1. Leveraging Applications of Formal Methods, Verification and Validation. Technologies for Mastering Change

      $79.99

      View Details

    2. Data Management in Cloud, Grid and P2P Systems

      $39.99

      View Details

    3. Mathematics in Computing

      $39.99

      View Details

    4. Algorithms and Models for the Web Graph

      $39.99

      View Details