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Outlier analysis

Aggarwal, Charu C.

Outlier analysis

Record Type:	Electronic resources : Monograph/item
Title/Author:	Outlier analysisby Charu C. Aggarwal.
Author:	Aggarwal, Charu C.
Published:	Cham :Springer International Publishing :2017.
Description:	xxii, 466 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
Subject:	Outliers (Statistics)
Online resource:	http://dx.doi.org/10.1007/978-3-319-47578-3
ISBN:	9783319475783$q(electronic bk.)

Outlier analysis
Aggarwal, Charu C.

Outlier analysis[electronic resource] /by Charu C. Aggarwal. - 2nd ed. - Cham :Springer International Publishing :2017. - xxii, 466 p. :ill., digital ;24 cm.

An Introduction to Outlier Analysis -- Probabilistic Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-Based Outlier Detection -- High-Dimension Outlier Detection -- Outlier Ensembles -- Supervised Outlier Detection -- Categorical, Text, and Mixed Attribute Data -- Time Series and Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis.

ISBN: 9783319475783$q(electronic bk.)

Standard No.: 10.1007/978-3-319-47578-3doiSubjects--Topical Terms:

182049
Outliers (Statistics)

LC Class. No.: QA276

Dewey Class. No.: 519.52

Outlier analysis
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100 1 $a Aggarwal, Charu C. $3 264940
245 1 0 $a Outlier analysis $h [electronic resource] / $c by Charu C. Aggarwal.
250 $a 2nd ed.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2017.
300 $a xxii, 466 p. : $b ill., digital ; $c 24 cm.
505 0 $a An Introduction to Outlier Analysis -- Probabilistic Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-Based Outlier Detection -- High-Dimension Outlier Detection -- Outlier Ensembles -- Supervised Outlier Detection -- Categorical, Text, and Mixed Attribute Data -- Time Series and Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis.
650 0 $a Outliers (Statistics) $3 182049
650 0 $a Data mining. $3 184440
650 1 4 $a Computer Science. $3 212513
650 2 4 $a Data Mining and Knowledge Discovery. $3 275288
650 2 4 $a Statistics and Computing/Statistics Programs. $3 275710
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 252959
710 2 $a SpringerLink (Online service) $3 273601
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856 4 0 $u http://dx.doi.org/10.1007/978-3-319-47578-3
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