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Graph-Based Clustering and Data Visualization Algorithms by Ágnes Vathy-Fogarassy

Graph-Based Clustering and Data Visualization Algorithms

by Ágnes Vathy-Fogarassy
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Book cover type: Paperback
  • ISBN13: 9781447151579
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 110
  • Original Price: EUR 59.99
  • Language: English
  • Edition: 2013
  • Item Weight: 205 grams
  • BISAC Subject(s): Graphic Methods, Data Science / Data Analytics, and Computer Science

From the Back Cover
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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