The Resource Outlier analysis, Charu C. Aggarwal, (electronic resource)

Outlier analysis, Charu C. Aggarwal, (electronic resource)

Label
Outlier analysis
Title
Outlier analysis
Statement of responsibility
Charu C. Aggarwal
Creator
Contributor
Provider
Subject
Language
eng
Summary
With the increasing advances in hardware technology for data collection, and advances in software technology (databases) for data organization, computer scientists have increasingly participated in the latest advancements of the outlier analysis field. Computer scientists, specifically, approach this field based on their practical experiences in managing large amounts of data, and with far fewer assumptions– the data can be of any type, structured or unstructured, and may be extremely large. Outlier Analysis is a comprehensive exposition, as understood by data mining experts, statisticians and computer scientists. The book has been organized carefully, and emphasis was placed on simplifying the content, so that students and practitioners can also benefit. Chapters will typically cover one of three areas: methods and techniques commonly used in outlier analysis, such as linear methods, proximity-based methods, subspace methods, and supervised methods; data domains, such as, text, categorical, mixed-attribute, time-series, streaming, discrete sequence, spatial and network data; and key applications of these methods as applied to diverse domains such as credit card fraud detection, intrusion detection, medical diagnosis, earth science, web log analytics, and social network analysis are covered
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Aggarwal, Charu C
Image bit depth
0
LC call number
QA276
LC item number
.A34 2013
Literary form
non fiction
Nature of contents
dictionaries
NLM call number
QA 276
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
http://library.link/vocab/subjectName
  • Outliers (Statistics)
  • Data mining
  • Data Mining
  • MATHEMATICS
  • Data mining
  • Outliers (Statistics)
Label
Outlier analysis, Charu C. Aggarwal, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
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
Contents
An Introduction to Outlier Analysis -- Probabilistic and Statistical Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-based Outlier Detection -- High-Dimensional Outlier Detection: The Subspace Method -- Supervised Outlier Detection -- Outlier Detection in Categorical, Text and Mixed Attribute Data -- Time Series and Multidimensional Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis
Dimensions
unknown
Extent
1 online resource.
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781461463962
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)824502708
  • (OCoLC)ocn824502708
Label
Outlier analysis, Charu C. Aggarwal, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
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
Contents
An Introduction to Outlier Analysis -- Probabilistic and Statistical Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-based Outlier Detection -- High-Dimensional Outlier Detection: The Subspace Method -- Supervised Outlier Detection -- Outlier Detection in Categorical, Text and Mixed Attribute Data -- Time Series and Multidimensional Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis
Dimensions
unknown
Extent
1 online resource.
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781461463962
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)824502708
  • (OCoLC)ocn824502708

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