Proceedings of ELM 2022 -

Proceedings of ELM 2022

Theory, Algorithms and Applications

Kaj-Mikael Björk (Herausgeber)

Buch | Hardcover
V, 81 Seiten
2024 | 2024
Springer International Publishing (Verlag)
978-3-031-55055-3 (ISBN)
181,89 inkl. MwSt

This book contains selected papers from the 12th International Conference on Extreme Learning Machines 2022. Extreme learning machines (ELMs) continue to be an important complement to the many deep learning models you can find in the machine learning domain. ELM is fast and therefore suitable for many applications (not only in edge computing), and therefore there is a need to gather examples of possible applications. These proceedings, for the ELM 2022 conference, cover several application areas with relevant topics, where ELM can be used and has been used with great success. Here you will find several new areas (gaming, for instance) as well as improved concepts for existing application areas (signature forgery, for instance), where ELM has been implemented. In addition, some method improvements are also covered in this book, more specifically on the topic of 2nd-order Ordinary Differential Equations (ODEs).


Application of ELM model to the motion detection of vehicles under moving background.- Distributed memory-efficient algorithm for Extreme Learning Machines based on Spark.- Does streaming affect video game popularity?.- Massive Offline Signature Forgery Detection with Extreme Learning Machines.- Importance of the Activation Function in Extreme Learning Machine for Acid Sulfate Soil Classification.

Erscheinungsdatum
Reihe/Serie Proceedings in Adaptation, Learning and Optimization
Zusatzinfo V, 81 p. 32 illus., 31 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Schlagworte Clustering and Feature Extraction/Selection • Data Analytics, Super/Ultra-large Scale Data Processing • ELM 2022 • Extreme Learning Machine • Intelligent Systems • Multi Hidden Layers Solutions and Random Networks • Parallel and Distributed Computing / Cloud Computing • pattern recognition • Real-Time Learning/Reasoning • Robustness and Stability Analysis • The International Conference on Extreme Learning Machines • time series predictions
ISBN-10 3-031-55055-2 / 3031550552
ISBN-13 978-3-031-55055-3 / 9783031550553
Zustand Neuware
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