Coverart for item
The Resource Analysis of rare categories, Jingrui He

Analysis of rare categories, Jingrui He

Label
Analysis of rare categories
Title
Analysis of rare categories
Statement of responsibility
Jingrui He
Creator
Subject
Language
eng
Summary
In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives. This book focuses on rare category analysis, where the majority classes have smooth distributions, and the minority classes exhibit the compactness property. Furthermore, it focuses on the challenging cases where the support regions of the majority and minority classes overlap. The author has developed effective algorithms with theoretical guarantees and good empirical results for the related techniques, and these are explained in detail. The book is suitable for researchers in the area of artificial intelligence, in particular machine learning and data mining
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
He, Jingrui
Dewey number
006.3/12
Illustrations
illustrations
Index
no index present
LC call number
QA76.9.D343
LC item number
H4 2012
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Cognitive technologies,
http://library.link/vocab/subjectName
  • Data mining
  • Sampling (Statistics)
  • COMPUTERS
  • Informatique
  • Data mining
  • Sampling (Statistics)
Label
Analysis of rare categories, Jingrui He
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 129-135)
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
Introduction -- Survey and Overview -- Rare Category Detection -- Rare Category Characterization -- Unsupervised Rare Category Analysis -- Conclusion and Future Directions
Control code
773192915
Dimensions
unknown
Extent
1 online resource (viii, 135 pages)
File format
unknown
Form of item
online
Isbn
9783642228131
Lccn
2011941602
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-642-22813-1
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)773192915
Label
Analysis of rare categories, Jingrui He
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 129-135)
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
Introduction -- Survey and Overview -- Rare Category Detection -- Rare Category Characterization -- Unsupervised Rare Category Analysis -- Conclusion and Future Directions
Control code
773192915
Dimensions
unknown
Extent
1 online resource (viii, 135 pages)
File format
unknown
Form of item
online
Isbn
9783642228131
Lccn
2011941602
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-642-22813-1
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)773192915

Library Locations

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      38.944491 -92.326012
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      38.946102 -92.330125
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