Outlier analysis

Outlier analysis

by Aggarwal, Charu C.

Type Book
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Title Statements

  • Full title :Outlier analysis / Charu C. Aggarwal.

Edition Statements

  • Publication Date:2013.

Publication Statements

  • Publisher(s):Springer
  • Place of Publication:New York
  • Language:eng
  • Publication Date:2013.

The Physical Object

  • Description:xv, 446 pages : : illustrations (some color) ; : 24 cm

Edition Identifiers

  • ISBN:1461463955, 9781461463955, 9781461463962, 1461463963
  • oclc:ocn821217435
  • LC Classification:QA276
  • Dewey Decimal:519.52

Table of 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.

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