Proceedings 26 Workshop Computational Intelligence Dortmund 24 25 November 2016

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Proceedings 26 Workshop Computational Intelligence Dortmund 24 25 November 2016

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Author : Hoffmann, Frank
language : en
Publisher: KIT Scientific Publishing
Release Date : 2016-11-14

Proceedings 26 Workshop Computational Intelligence Dortmund 24 25 November 2016 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-11-14 with categories.

Proceedings 25 Workshop Computational Intelligence Dortmund 26 27 November 2015

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Author : Hoffmann, Frank
language : en
Publisher: KIT Scientific Publishing
Release Date : 2015-11-16

Proceedings 25 Workshop Computational Intelligence Dortmund 26 27 November 2015 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-16 with categories.

Jahresbericht 2016 Institut Fuer Angewandte Informatik Kit Scientific Reports 7736

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Author : Weidemann, Rainer
language : de
Publisher: KIT Scientific Publishing
Release Date : 2017-06-21

Jahresbericht 2016 Institut Fuer Angewandte Informatik Kit Scientific Reports 7736 written by Weidemann, Rainer and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-21 with categories.

Enhancing Surrogate Based Optimization Through Parallelization

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Author : Frederik Rehbach
language : en
Publisher: Springer Nature
Release Date : 2023-05-29

Enhancing Surrogate Based Optimization Through Parallelization written by Frederik Rehbach and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-29 with Technology & Engineering categories.

This book presents a solution to the challenging issue of optimizing expensive-to-evaluate industrial problems such as the hyperparameter tuning of machine learning models. The approach combines two well-established concepts, Surrogate-Based Optimization (SBO) and parallelization, to efficiently search for optimal parameter setups with as few function evaluations as possible. Through in-depth analysis, the need for parallel SBO solvers is emphasized, and it is demonstrated that they outperform model-free algorithms in scenarios with a low evaluation budget. The SBO approach helps practitioners save significant amounts of time and resources in hyperparameter tuning as well as other optimization projects. As a highlight, a novel framework for objectively comparing the efficiency of parallel SBO algorithms is introduced, enabling practitioners to evaluate and select the most effective approach for their specific use case. Based on practical examples, decision support is delivered, detailing which parts of industrial optimization projects can be parallelized and how to prioritize which parts to parallelize first. By following the framework, practitioners can make informed decisions about how to allocate resources and optimize their models efficiently.

Advances In Intelligent Systems Research And Innovation

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Author : Vassil Sgurev
language : en
Publisher: Springer Nature
Release Date : 2021-11-03

Advances In Intelligent Systems Research And Innovation written by Vassil Sgurev and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-03 with Technology & Engineering categories.

This book represents the experience of successful researchers from four continents on a broad range of intelligent systems, and it hints how to avoid anticipated conflicts and problems during multidisciplinary innovative research from Industry 4.0 and/or Internet of Things through modern machine learning, and software agent applications to open data science big data/advance analytics/visual analytics/text mining/web mining/knowledge discovery/deep data mining issues. The considered intelligent part is essential in most smart/control systems, cyber security, bioinformatics, virtual reality, robotics, mathematical modelling projects, and its significance rapidly increases in other technologies. Theoretical foundations of fuzzy sets, mathematical and non-classical logic also are rapidly developing.

Data Analytics

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Author : Thomas A. Runkler
language : en
Publisher: Springer
Release Date : 2016-07-26

Data Analytics written by Thomas A. Runkler and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-07-26 with Computers categories.

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.

Proceedings 29 Workshop Computational Intelligence Dortmund 28 29 November 2019

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Author : Hoffmann, Frank
language : de
Publisher: KIT Scientific Publishing
Release Date : 2019-11-21

Proceedings 29 Workshop Computational Intelligence Dortmund 28 29 November 2019 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-21 with Computers categories.

Proceedings 28 Workshop Computational Intelligence Dortmund 29 30 November 2018

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Author : Hoffmann, Frank
language : de
Publisher: KIT Scientific Publishing
Release Date : 2018-11-21

Proceedings 28 Workshop Computational Intelligence Dortmund 29 30 November 2018 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-21 with categories.

Jahresbericht 2015 Institut Fuer Angewandte Informatik Kit Scientific Reports 7714

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Author : Weidemann, Rainer
language : de
Publisher: KIT Scientific Publishing
Release Date : 2016-07-28

Jahresbericht 2015 Institut Fuer Angewandte Informatik Kit Scientific Reports 7714 written by Weidemann, Rainer and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-07-28 with categories.

Proceedings 27 Workshop Computational Intelligence Dortmund 23 24 November 2017

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Author : Hoffmann, Frank
language : de
Publisher: KIT Scientific Publishing
Release Date : 2017-11-09

Proceedings 27 Workshop Computational Intelligence Dortmund 23 24 November 2017 written by Hoffmann, Frank and has been published by KIT Scientific Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-09 with categories.