Coverart for item
The Resource Topological and Statistical Methods for Complex Data : Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces, edited by Janine Bennett, Fabien Vivodtzev, Valerio Pascucci, (electronic resource)

Topological and Statistical Methods for Complex Data : Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces, edited by Janine Bennett, Fabien Vivodtzev, Valerio Pascucci, (electronic resource)

Label
Topological and Statistical Methods for Complex Data : Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces
Title
Topological and Statistical Methods for Complex Data
Title remainder
Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces
Statement of responsibility
edited by Janine Bennett, Fabien Vivodtzev, Valerio Pascucci
Contributor
Editor
Provider
Subject
Language
eng
Summary
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
Member of
Image bit depth
0
LC call number
QA611-614.97
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Bennett, Janine.
  • Vivodtzev, Fabien.
  • Pascucci, Valerio.
  • SpringerLink
Series statement
Mathematics and Visualization,
http://library.link/vocab/subjectName
  • Mathematics
  • Algorithms
  • Visualization
  • Topology
  • Cell aggregation
  • Mathematical statistics
  • Mathematics
  • Topology
  • Statistical Theory and Methods
  • Applications of Mathematics
  • Algorithms
  • Visualization
  • Manifolds and Cell Complexes (incl. Diff.Topology)
Label
Topological and Statistical Methods for Complex Data : Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces, edited by Janine Bennett, Fabien Vivodtzev, Valerio Pascucci, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
I. Large-scale data analysis: In-situ and distributed analysis -- II. Large-scale data analysis: Efficient representation of large-functions -- III. Multi-variate data analysis: Structural techniques -- IV. Multi-variate data analysis: Classification and visualization of vector fields -- V. High-dimensional data analysis: Exploration of high-dimensional models -- VI. High-dimensional data analysis: Analysis of large systems
Dimensions
unknown
Extent
XV, 297 p. 120 illus., 101 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783662449004
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-662-44900-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-662-44900-4
Label
Topological and Statistical Methods for Complex Data : Tackling Large-Scale, High-Dimensional, and Multivariate Data Spaces, edited by Janine Bennett, Fabien Vivodtzev, Valerio Pascucci, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
I. Large-scale data analysis: In-situ and distributed analysis -- II. Large-scale data analysis: Efficient representation of large-functions -- III. Multi-variate data analysis: Structural techniques -- IV. Multi-variate data analysis: Classification and visualization of vector fields -- V. High-dimensional data analysis: Exploration of high-dimensional models -- VI. High-dimensional data analysis: Analysis of large systems
Dimensions
unknown
Extent
XV, 297 p. 120 illus., 101 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783662449004
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-662-44900-4
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-662-44900-4

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