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Author Workshop on Self-Organizing Maps (14th : 2022 : Prague, Czech Republic)

Title Advances in self-organizing maps, learning vector quantization, clustering and data visualization : dedicated to the memory of Teuvo Kohonen / Proceedings of the 14th International Workshop, WSOM+ 2022, Prague, Czechia, July 6-7, 2022 / Jan Faigl, Madalina Olteanu, Jan Drchal, editors
Published Cham, Switzerland : Springer, 2022


Description 1 online resource (xii, 119 pages) : illustrations (some color)
Series Lecture notes in networks and systems, 2367-3389 ; volume 533
Lecture notes in networks and systems ; v. 533. 2367-3389
Contents Sparse weighted K-means for groups of mixed-type variables -- Fast parallel search of Best Matching Units in Self-Organizing Maps -- Neural networks for spatial models -- Machine Learning and Data-Driven Approaches in Spatial Statistics : a case study of housing price estimation -- Modification of the Classification-by-Component Predictor Using Dempster-Shafer-Theory -- Inferring epsilon-nets of Finite Sets in a RKHS -- Steps Forward to Quantum Learning Vector Quantization for Classification Learning on a Theoretical Quantum Computer -- Application of Kohonen Maps in Predicting and Characterizing VAT Fraud in Southern Mozambique -- Visual insights from the latent space of generative models for molecular design
Summary In this collection, the reader can find recent advancements in self-organizing maps (SOMs) and learning vector quantization (LVQ), including progressive ideas on exploiting features of parallel computing. The collection is balanced in presenting novel theoretical contributions with applied results in traditional fields of SOMs, such as visualization problems and data analysis. Besides, the collection further includes less traditional deployments in trajectory clustering and recent results on exploiting quantum computation. The presented book is worth interest to data analysis and machine learning researchers and practitioners, specifically those interested in being updated with current developments in unsupervised learning, data visualization, and self-organization
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed August 30, 2022)
Subject Neural networks (Computer science) -- Congresses
Self-organizing maps -- Congresses
Self-organizing systems -- Congresses
Neural networks (Computer science)
Self-organizing maps
Self-organizing systems
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Faigl, Jan, editor
Olteanu, Madalina, editor
Drchal, Jan, editor
Kohonen, Teuvo, honouree.
ISBN 9783031154447
Other Titles WSOM+ 2022