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Topological and Statistical Methods for Complex Data on Hardback
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Topological and Statistical Methods for Complex Data

Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces
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Description

This book contains papers presented at the Workshop on the Analysis of Large-scale, High-Dimensional, and Multi-Variate Data Using Topology and Statistics, held in Le Barp, France, June 2013. It features the work of some of the most prominent and recognized leaders in the field who examine challenges as well as detail solutions to the analysis of extreme scale data. The book presents new methods that leverage the mutual strengths of both topological and statistical techniques to support the management, analysis, and visualization of complex data. It covers both theory and application and provides readers with an overview of important key concepts and the latest research trends. Coverage in the book includes multi-variate and/or high-dimensional analysis techniques, feature-based statistical methods, combinatorial algorithms, scalable statistics algorithms, scalar and vector field topology, and multi-scale representations. In addition, the book details algorithms that are broadly applicable and can be used by application scientists to glean insight from a wide range of complex data sets.
Release date NZ
December 3rd, 2014
Audience
  • Professional & Vocational
Contributors
  • Edited by Fabien Vivodtzev
  • Edited by Janine Bennett
  • Edited by Valerio Pascucci
Illustrations
101 Illustrations, color; 19 Illustrations, black and white; XV, 297 p. 120 illus., 101 illus. in color.
Pages
297
Dimensions
155x235x19
ISBN-13
9783662448991
Product ID
22694418

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