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The LION Way: Machine Learning plus Intelligent Optimization
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  • Title The LION Way: Machine Learning plus Intelligent Optimization
  • Author(s) Roberto Battiti and Mauro Brunato
  • Publisher: CreateSpace Independent Publishing Platform; 1 edition (February 21, 2014)
  • Hardcover/Paperback 326 pages
  • eBook PDF
  • Language: English
  • ISBN-10: 1496034023
  • ISBN-13: 978-1496034021
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Book Description

Learning and Intelligent Optimization (LION) is the combination of learning from data and optimization applied to solve complex and dynamic problems. The LION way is about increasing the automation level and connecting data directly to decisions and actions

The interplay between optimization and machine learning is one of the most important developments in modern computational science. Optimization formulations and methods are proving to be vital in designing algorithms to extract essential knowledge from huge volumes of data. Machine learning, however, is not simply a consumer of optimization technology but a rapidly evolving field that is itself generating new optimization ideas.

This book captures the state of the art of the interaction between optimization and machine learning in a way that is accessible to researchers in both fields. Optimization approaches have enjoyed prominence in machine learning because of their wide applicability and attractive theoretical properties.

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