Topological and statistical methods for complex data: tackling large-scale, high-dimensional, and multivariate data spaces
Gespeichert in:
| Format: | Elektronisch E-Book |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2015
|
| Schriftenreihe: | Mathematics and visualization
|
| Schlagworte: | |
| Online-Zugang: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource |
| ISBN: | 9783662448991 9783662449004 |
| DOI: | 10.1007/978-3-662-44900-4 |
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Datensatz im Suchindex
| _version_ | 1804152762019086336 |
|---|---|
| adam_text | TOPOLOGICAL AND STATISTICAL METHODS FOR COMPLEX DATA
/
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
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
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
TOPOLOGICAL AND STATISTICAL METHODS FOR COMPLEX DATA
/
: 2015
ABSTRACT / INHALTSTEXT
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
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
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| discipline | Informatik Mathematik |
| doi_str_mv | 10.1007/978-3-662-44900-4 |
| format | Electronic eBook |
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| spelling | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces Janine Bennett ..., ed. Berlin [u.a.] Springer 2015 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Mathematics and visualization Multivariate Daten (DE-588)4195680-1 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Hochdimensionale Daten (DE-588)7862975-5 gnd rswk-swf Topologische Methode (DE-588)4312758-7 gnd rswk-swf Electronic book text Research PBW Data Analysis Topology Statistics Large-Scale Data High-Dimensional Data (DE-588)1071861417 Konferenzschrift gnd-content Hochdimensionale Daten (DE-588)7862975-5 s Multivariate Daten (DE-588)4195680-1 s Statistik (DE-588)4056995-0 s Topologische Methode (DE-588)4312758-7 s DE-604 Bennett, Janine Sonstige (DE-588)1063351553 oth https://doi.org/10.1007/978-3-662-44900-4 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027667509&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027667509&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces Multivariate Daten (DE-588)4195680-1 gnd Statistik (DE-588)4056995-0 gnd Hochdimensionale Daten (DE-588)7862975-5 gnd Topologische Methode (DE-588)4312758-7 gnd |
| subject_GND | (DE-588)4195680-1 (DE-588)4056995-0 (DE-588)7862975-5 (DE-588)4312758-7 (DE-588)1071861417 |
| title | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces |
| title_auth | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces |
| title_exact_search | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces |
| title_full | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces Janine Bennett ..., ed. |
| title_fullStr | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces Janine Bennett ..., ed. |
| title_full_unstemmed | Topological and statistical methods for complex data tackling large-scale, high-dimensional, and multivariate data spaces Janine Bennett ..., ed. |
| title_short | Topological and statistical methods for complex data |
| title_sort | topological and statistical methods for complex data tackling large scale high dimensional and multivariate data spaces |
| title_sub | tackling large-scale, high-dimensional, and multivariate data spaces |
| topic | Multivariate Daten (DE-588)4195680-1 gnd Statistik (DE-588)4056995-0 gnd Hochdimensionale Daten (DE-588)7862975-5 gnd Topologische Methode (DE-588)4312758-7 gnd |
| topic_facet | Multivariate Daten Statistik Hochdimensionale Daten Topologische Methode Konferenzschrift |
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