The Resource Geometric Structure of High-Dimensional Data and Dimensionality Reduction, by Jianzhong Wang, (electronic resource)

Geometric Structure of High-Dimensional Data and Dimensionality Reduction, by Jianzhong Wang, (electronic resource)

Label
Geometric Structure of High-Dimensional Data and Dimensionality Reduction
Title
Geometric Structure of High-Dimensional Data and Dimensionality Reduction
Statement of responsibility
by Jianzhong Wang
Creator
Author
Author
Subject
Language
eng
Summary
"Geometric Structure of High-Dimensional Data and Dimensionality Reduction" adopts data geometry as a framework to address various methods of dimensionality reduction. In addition to the introduction to well-known linear methods, the book moreover stresses the recently developed nonlinear methods and introduces the applications of dimensionality reduction in many areas, such as face recognition, image segmentation, data classification, data visualization, and hyperspectral imagery data analysis. Numerous tables and graphs are included to illustrate the ideas, effects, and shortcomings of the methods. MATLAB code of all dimensionality reduction algorithms is provided to aid the readers with the implementations on computers. The book will be useful for mathematicians, statisticians, computer scientists, and data analysts. It is also a valuable handbook for other practitioners who have a basic background in mathematics, statistics and/or computer algorithms, like internet search engine designers, physicists, geologists, electronic engineers, and economists. Jianzhong Wang is a Professor of Mathematics at Sam Houston State University, U.S.A
http://library.link/vocab/creatorName
Wang, Jianzhong
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
yaKpKgLo8Zs
Image bit depth
0
LC call number
QA76.9.D343
Literary form
non fiction
http://library.link/vocab/subjectName
  • Data mining
  • Computer science
  • Mathematics
  • Data structures (Computer scienc
  • Data Mining and Knowledge Discovery
  • Probability and Statistics in Computer Science
  • Applications of Mathematics
  • Data Structures and Information Theory
Label
Geometric Structure of High-Dimensional Data and Dimensionality Reduction, by Jianzhong Wang, (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
Dimensions
unknown
Edition
1st ed. 2012.
Extent
XVIII, 356 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783642274978
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-27497-8
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-642-27497-8
Label
Geometric Structure of High-Dimensional Data and Dimensionality Reduction, by Jianzhong Wang, (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
Dimensions
unknown
Edition
1st ed. 2012.
Extent
XVIII, 356 p.
File format
multiple file formats
Form of item
electronic
Isbn
9783642274978
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-27497-8
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-642-27497-8

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