Topological and Statistical Methods for Complex Data Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces

Search by :

ALL Author Subject ISBN/ISSN Advanced Search

Last search:

Image of Topological and Statistical Methods for Complex Data
Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces

Text

Topological and Statistical Methods for Complex Data Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces

VIVODTZEV, Fabien - Personal Name; BENNETT, Janine - Personal Name; PASCUCCI, Valerio - Personal Name;

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.

Availability

No copy data

Detail Information

Series Title: -
Call Number: -
Publisher: : Springer Berlin, Heidelberg., 2015
Collation: -
Language: English
ISBN/ISSN: 978-3-662-44900-4
Classification: NONE
Content Type: text
Media Type: computer
Carrier Type: online resource
Edition: -
Subject(s): Algorithms
Statistical Theory and Methods
Applications of Mathematics
Topology
Visualization
Manifolds and Cell Complexes (incl. Diff.Topology)
Specific Detail Info: -
Statement of Responsibility: Janine Bennett, Fabien Vivodtzev, Valerio Pascucci

Other Information

Cataloger: Yudi
Source: -
Validator: -
Digital Object Identifier (DOI): -
Journal Volume: -
Journal Issue: -
Subtitle: -
Parallel Title: -

Other version/related

No other version available

File Attachment

Topological and Statistical Methods for Complex Data Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces

Comments

You must be logged in to post a comment