[DOWNLOAD] ~ Graph-Based Clustering and Data Visualization Algorithms ~ by Ágnes Vathy-Fogarassy & János Abonyi ~ eBook PDF Kindle ePub Free

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eBook details

Title: Graph-Based Clustering and Data Visualization Algorithms
Author : Ágnes Vathy-Fogarassy & János Abonyi
Release Date : January 24, 2013
Genre: Computers & Internet,Books,Databases,Science & Nature,Mathematics,
Pages : * pages
Size : 3256 KB

Description

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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