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Detalles bibliogr�ficos

T�tulo

Graph-Based Clustering and Data Visualization Algorithms (SpringerBriefs in Computer Science)

Editor

Springer

Fecha de publicaci�n

2013

Idioma

Ingl�s

ISBN 10

1447151577

ISBN 13

9781447151579

Encuadernaci�n

paperback

Estado

Good

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Sinopsis

This work presents a data visualization technique that combines graph-based topology representation and dimensionality reduction methods to visualize the intrinsic data structure in a low-dimensional vector space. The application of graphs in clustering and visualization has several advantages. A graph of important edges (where edges characterize relations and weights represent similarities or distances) provides a compact representation of the entire complex data set. This text describes clustering and visualization methods that are able to utilize information hidden in these graphs, based on the synergistic combination of clustering, graph-theory, neural networks, data visualization, dimensionality reduction, fuzzy methods, and topology learning. The work contains numerous examples to aid in the understanding and implementation of the proposed algorithms, supported by a MATLAB toolbox available at an associated website.

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