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Outlier analysis

Author: Charu C Aggarwal
Publisher: New York : Springer, 2013.
Edition/Format:   Print book : EnglishView all editions and formats
Database:WorldCat
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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Charu C Aggarwal
ISBN: 1461463955 9781461463955 9781461463962 1461463963
OCLC Number: 821217435
Description: xv, 446 pages : illustrations (some color) ; 24 cm
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.
Responsibility: Charu C. Aggarwal.
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From the book reviews: "Aggarwal has written a complete survey of the state of the art in anomaly detection. ... His book provides a solid frame of reference for those interested in anomaly Read more...

 
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