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Outlier Analysis [electronic resource] / by Charu C. Aggarwal.

Aggarwal, Charu C. (author.). SpringerLink (Online service) (Added Author).

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ISBN: 9781461463962
Physical Description: XV, 446 p. 49 illus., 10 illus. in color. online resource.
Publisher: New York, NY : Springer New York : 2013.

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Subject:

Computer science.
Data protection.
Database management.
Data mining.
Information storage and retrieval systems.
Artificial intelligence.
Mathematical statistics.
Computer Science.
Data Mining and Knowledge Discovery.
Artificial Intelligence (incl. Robotics).
Statistics and Computing/Statistics Programs.
Systems and Data Security.
Database Management.
Information Storage and Retrieval.

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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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