MARC details
000 -LEADER |
fixed length control field |
02699nam a22004815i 4500 |
001 - CONTROL NUMBER |
control field |
978-1-4471-5158-6 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20170628033659.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr nn 008mamaa |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
130525s2013 xxk| s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9781447151586 |
-- |
978-1-4471-5158-6 |
024 7# - OTHER STANDARD IDENTIFIER |
Standard number or code |
10.1007/978-1-4471-5158-6 |
Source of number or code |
doi |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
QA76.9.D343 |
072 #7 - SUBJECT CATEGORY CODE |
Subject category code |
UNF |
Source |
bicssc |
072 #7 - SUBJECT CATEGORY CODE |
Subject category code |
UYQE |
Source |
bicssc |
072 #7 - SUBJECT CATEGORY CODE |
Subject category code |
COM021030 |
Source |
bisacsh |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
006.312 |
Edition number |
23 |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Vathy-Fogarassy, Ágnes. |
Relator term |
author. |
245 10 - TITLE STATEMENT |
Title |
Graph-Based Clustering and Data Visualization Algorithms |
Medium |
[electronic resource] / |
Statement of responsibility, etc |
by Ágnes Vathy-Fogarassy, János Abonyi. |
264 #1 - |
-- |
London : |
-- |
Springer London : |
-- |
Imprint: Springer, |
-- |
2013. |
300 ## - PHYSICAL DESCRIPTION |
Extent |
XIII, 110 p. 62 illus. |
Other physical details |
online resource. |
336 ## - |
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text |
-- |
txt |
-- |
rdacontent |
337 ## - |
-- |
computer |
-- |
c |
-- |
rdamedia |
338 ## - |
-- |
online resource |
-- |
cr |
-- |
rdacarrier |
347 ## - |
-- |
text file |
-- |
PDF |
-- |
rda |
490 1# - SERIES STATEMENT |
Series statement |
SpringerBriefs in Computer Science, |
International Standard Serial Number |
2191-5768 |
505 0# - FORMATTED CONTENTS NOTE |
Formatted contents note |
Vector Quantisation and Topology-Based Graph Representation -- Graph-Based Clustering Algorithms -- Graph-Based Visualisation of High-Dimensional Data. |
520 ## - SUMMARY, ETC. |
Summary, etc |
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. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Computer science. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Data mining. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Visualization. |
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Computer Science. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Data Mining and Knowledge Discovery. |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name as entry element |
Visualization. |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Abonyi, János. |
Relator term |
author. |
710 2# - ADDED ENTRY--CORPORATE NAME |
Corporate name or jurisdiction name as entry element |
SpringerLink (Online service) |
773 0# - HOST ITEM ENTRY |
Title |
Springer eBooks |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
Display text |
Printed edition: |
International Standard Book Number |
9781447151579 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
Uniform title |
SpringerBriefs in Computer Science, |
-- |
2191-5768 |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Uniform Resource Identifier |
<a href="http://dx.doi.org/10.1007/978-1-4471-5158-6">http://dx.doi.org/10.1007/978-1-4471-5158-6</a> |
912 ## - |
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ZDB-2-SCS |