Coverart for item
The Resource Nonlinear dimensionality reduction, John A. Lee, Michel Verleysen

Nonlinear dimensionality reduction, John A. Lee, Michel Verleysen

Label
Nonlinear dimensionality reduction
Title
Nonlinear dimensionality reduction
Statement of responsibility
John A. Lee, Michel Verleysen
Creator
Contributor
Subject
Language
eng
Summary
"This book describes existing and advanced methods to reduce the dimensionality of numerical databases. For each method, the description starts from intuitive ideas, develops the necessary mathematical details, and ends by outlining the algorithmic implementation. Methods are compared with each other with the help of different illustrative examples." "The purpose of the book is to summarize clear facts and ideas about well-known methods as well as recent developments in the topic of nonlinear dimensionality reduction. With this goal in mind, methods are all described from a unifying point of view, in order to highlight their respective strengths and shortcomings." "The book is primarily intended for statisticians, computer scientists and data analysts. It is also accessible to other practitioners having a basic background in statistics and/or computational learning, like psychologists (in psychometrics) and economists."--Jacket
Member of
Is part of
Cataloging source
GW5XE
http://library.link/vocab/creatorDate
1976-
http://library.link/vocab/creatorName
Lee, John A.
Dewey number
511.352
Illustrations
illustrations
Index
index present
Language note
English
LC call number
QA267.7
LC item number
.L44 2007eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Verleysen, Michel
Series statement
Information science and statistics
http://library.link/vocab/subjectName
  • Computational complexity
  • Visualization
  • COMPUTERS
  • Informatique
  • Computational complexity
  • Visualization
Label
Nonlinear dimensionality reduction, John A. Lee, Michel Verleysen
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 283-295) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Front Matter; High-Dimensional Data; Characteristics of an Analysis Method; Estimation of the Intrinsic Dimension; Distance Preservation; Topology Preservation; Method comparisons; Conclusions; Back Matter
Control code
191448634
Dimensions
unknown
Extent
1 online resource (xiii, 308 pages)
Form of item
online
Isbn
9786611108236
Lccn
2006939149
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-0-387-39351-3
Other physical details
illustrations (some color).
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-39350-6
Specific material designation
remote
System control number
(OCoLC)191448634
Label
Nonlinear dimensionality reduction, John A. Lee, Michel Verleysen
Publication
Bibliography note
Includes bibliographical references (pages 283-295) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Front Matter; High-Dimensional Data; Characteristics of an Analysis Method; Estimation of the Intrinsic Dimension; Distance Preservation; Topology Preservation; Method comparisons; Conclusions; Back Matter
Control code
191448634
Dimensions
unknown
Extent
1 online resource (xiii, 308 pages)
Form of item
online
Isbn
9786611108236
Lccn
2006939149
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-0-387-39351-3
Other physical details
illustrations (some color).
http://library.link/vocab/ext/overdrive/overdriveId
978-0-387-39350-6
Specific material designation
remote
System control number
(OCoLC)191448634

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
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