Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond: Proceedings of the 15th International Workshop, WSOM+ 2024, Mittweida, Germany, July 1012... | Agenda Bookshop Skip to content
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B01=Frank-Michael Schleif
B01=Marika Kaden
B01=Thomas Villmann
B01=Tina Geweniger
Category1=Non-Fiction
Category=UYQ
COP=Switzerland
Delivery_Delivery within 10-20 working days
Language_English
PA=Available
Price_€100 and above
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Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond: Proceedings of the 15th International Workshop, WSOM+ 2024, Mittweida, Germany, July 1012...

English

The book presents the peer-reviewed contributions of the 15th International Workshop on Self-Organizing Maps, Learning Vector Quantization and Beyond (WSOM$+$ 2024), held at the University of Applied Sciences Mittweida (UAS Mitt-weida), Germany, on July 1012, 2024.
The book highlights new developments in the field of interpretable and explainable machine learning for classification tasks, data compression and visualization. Thereby, the main focus is on prototype-based methods with inherent interpretability, computational sparseness and robustness making them as favorite methods for advanced machine learning tasks in a wide variety of applications ranging from biomedicine, space science, engineering to economics and social sciences, for example. The flexibility and simplicity of those approaches also allow the integration of modern aspects such as deep architectures, probabilistic methods and reasoning as well as relevance learning. The book reflects both new theoretical aspects in this research area and interesting application cases.     
Thus, this book is recommended for researchers and practitioners in data analytics and machine learning, especially those who are interested in the latest developments in interpretable and robust unsupervised learning, data visualization, classification and self-organization.

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Age Group_Uncategorizedautomatic-updateB01=Frank-Michael SchleifB01=Marika KadenB01=Thomas VillmannB01=Tina GewenigerCategory1=Non-FictionCategory=UYQCOP=SwitzerlandDelivery_Delivery within 10-20 working daysLanguage_EnglishPA=AvailablePrice_€100 and abovePS=Activesoftlaunch
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Product Details
  • Dimensions: 155 x 235mm
  • Publication Date: 02 Aug 2024
  • Publisher: Springer International Publishing AG
  • Publication City/Country: Switzerland
  • Language: English
  • ISBN13: 9783031671586

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